tutorials/RubricOE.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example of RubricOE use with randomly generated data in plink binary format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Import standard modules, and rubricOE modules\n",
    "* `read_plink` contains a simple binary plink parser, based on `plinkio` (https://github.com/mfranberg/libplinkio)\n",
    "* `feature_ranking` contains the core routines used in rubricoe\n",
    "* `rubricoe` contains the high level routines in rubricoe\n",
    "* `lreb` for Linear Regression with Ridge with Error Bars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Library\n",
    "import read_plink\n",
    "import feature_ranking\n",
    "import lreb\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import SVC,LinearSVC\n",
    "import numpy\n",
    "\n",
    "# Import the RubricOE\n",
    "from geno4sd import rubricoe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Usual RubricOE workflow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The very first step in RubricOE's functions splits data into **working** and **validation** sets, where **validation** data is for validation purposes and thus is not used for any of the rest of the computations.\n",
    "RubricOE's loop in its inner portion computes feature rankings and based on these it computes curves that are used to determine optimal choices of top features. Then it compiles results from all iterations and uses them to determine the final set of top features. Please remember that RubricOE performs all of the computations across iterations using only **working** data. By default, rubricOE uses _Youden's J Statistic_ for curve computation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration 1 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 506\n",
      "Iteration 2 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Iteration 3 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 325\n",
      "Iteration 4 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 469\n",
      "Iteration 5 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 457\n",
      "Iteration 6 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 857\n",
      "Iteration 7 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 780\n",
      "Iteration 8 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 176\n",
      "Iteration 9 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 390\n",
      "Iteration 10 of 10\n",
      "Ranking features...\n",
      "Fold 5 of 5.\n",
      "Applying workaround for Linear Regression with Error Bars.\n",
      "Computing score curve...\n",
      "Early stopping at number of features: 794\n",
      "Top features with threshold 1.0: Index(['snp42', 'snp55', 'snp255', 'snp271', 'snp404', 'snp554', 'snp555',\n",
      "       'snp638', 'snp935'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# Plink files generated with command: plink --dummy 1000 1000 --out random\n",
    "df = read_plink.parse_binary_plink(\"random\",dataframe=True, verbose=0) \n",
    "X = df[[x for x in df.columns if x!=\"phenotype\"]].values\n",
    "y = df[\"phenotype\"].values\n",
    "n_features = X.shape[1]\n",
    "curve_steps = 1000\n",
    "step_size = n_features//curve_steps\n",
    "ranked_features, curves, idx_working, idx_validation = rubricoe.compute_curves(X, y,\n",
    "                                                                iterations = 10, \n",
    "                                                                curve_steps = curve_steps,\n",
    "                                                                validation_size = .2,\n",
    "                                                                ranking_test_size = .5,\n",
    "                                                                scoring_test_size = .5,\n",
    "                                                                ranking_number_of_folds = 5,\n",
    "                                                                scoring_number_of_folds = 5,\n",
    "                                                                clf_ranking = lreb.LinRidgeRegSVD(C = 1.),\n",
    "                                                                clf_scoring = SVC(kernel = \"linear\"),\n",
    "                                                                scoring_n_jobs = 8,\n",
    "                                                                verbose = 1,\n",
    "                                                                scoring_adaptive_features=True,\n",
    "                                                                scoring_tolerance_steps = 20,\n",
    "                                                                scoring_window_size = 10)\n",
    "feature_counts = rubricoe.compute_feature_counts(ranked_features,curves,step_size)\n",
    "top_features = rubricoe.compute_top_features(feature_counts, 1)\n",
    "print(\"Top features with threshold 1.0:\",df.columns[top_features])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization of score curves"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We sometimes examine the curves obtained in each repetition and look for patterns in their behavior. In these plots we have marked the number of features that maximize the score function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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BAE86Wwwid+LxnQ0/W11yidMlIDdgnBEljvWHLPS/PicAYMOPyBE8vrPhZ6sadV5/cbGz5aDsxjgjShzrD1lESokiT53TxSByLx7f2fCz1emnKz9dPLeYbMA4I0oc6w9ZxC+BV9+9V7nxj/McLQuRK/H4zoafra691ukSkBswzogSx/pDFvH5Jd48QjnxPMrhshC5Eo/vbPjZatw4p0tAbsA4I0oc6w9ZxOeX+PSwYwEA/3K4LESuxOM7G3622r9f+VlW5mw5KLsxzogSx/pDFlm/qxpN66udLgaRe/H4zoafrcaOVX66eG4x2YBxRpQ41h+yyNnPfI/X339AufHEBc4WhsiNeHxnw89WN97odAnIDRhnRIlj/SGLNPj8+PfgswBwjR+RI3h8Z8PPVuee63QJyA0YZ0SJY/0hC03rNcLpIhC5F4/vbPjZatcu5Wd5ubPloOzGOCNKHOsPpdjaHQcx6vGZAIAWNfsdLg2Ri/H4zoafrc4/X/np4rnFZAPGGVHiWH8oxT78sTJw/bn/PQIAkE/9FkIIp4pE5E48vrPhZ6tbbnG6BOQGjDOixLH+UIrtqW4IXH9x6DkAgA57atGlVbFTRSJyJx7frW34CSFGA3gKQC6Al6SUEw2PjwXwAAA/AC+Am6WU36mPbQBQBcAHwCulHGJlWW1x5plOl4DcgHFGlDjWH0qxvJycwPWvegwDAFyy8yAbfkR24/EdOdGfkhghRC6AZwCcBuBwAL8VQhxueNpXAAZIKQcCuALAS4bHT5BSDsyKRh8AbNumXIisxDgjShzrD6VYfm7jqVbrg3vR+uBeXP7qfAdLRORSPL5bOuI3FMBaKeU6ABBCTAYwFsBy7QlSyoO655cAkBaWx3kXXqj8dPHcYrIB44wocaw/lGJ5uY1r+f758aMAgAsvmhju6URkFR7fLW34dQSwSXe7EsAw45OEEOcAeARAGwBjdA9JAF8IISSAF6SUk8w+RAgxHsB4AOjSpUtqSm6VCROcLgGlActjlnFGKZZRx9lksf5khXSKWa+vsU/7uaN+o7vfj7xcyyZeUYZJp5jNWjy+W9rwM0tXFTKiJ6X8EMCHQohjoaz3G6U+NFJKuUUI0QbAdCHESinlLJPXTwIwCQCGDBmS3iOGo0c7XQJKA5bHLOOMUiyjjrPJYv3JCukUs16/P3B9ZrfBgesNbPiRTjrFbNbi8d26NX5QRvg66253ArAl3JPVRl13IUS5enuL+nMHgA+hTB3NbJs2KRciKzHOiBLH+kMp5tGN+LU/sBPtD+wEADR4/eFeQkRW4PHd0hG/+QB6CiG6AtgM4EIAF+mfIIToAeAXKaUUQgwCUABgtxCiBECOlLJKvX4KgPstLKs9Lr1U+eniucVkA8YZUeJYfyjFvL7GBt7k757F1n21uPCiiWz4EdmNx3frGn5SSq8Q4noA06Bs5/CKlHKZEOIa9fHnAZwH4HdCCA+AWgDj1EZgWyjTP7Uy/ldK+blVZbXNnXc6XQJyA8YZUeJYfyjFvP7GEb9DHn8YS3/aCuwA6tnwI7IXj+/W7uMnpZwKYKrhvud11x8F8KjJ69YBGGBl2RwxalT05xAli3FGlDjWH0oxj8+PruUl+PqW4wAh4C3fDExejNdmb8BNo3qiaVG+00Ukcgce3y1d40dG69YpFyIrMc6IEsf6Qynm9Unk5woIIYB161C2VVlj9NJ36/Hw1BUOl47IRXh8t3bEjwyuuEL56eK5xWQDxhlR4lh/KMW8fj/yctR+9iuuwICaBuDEvwIA9td6HCwZkcvw+M6Gn63uu8/pEpAbMM6IEsf6QynmUUf8AAD33Ydd26uARcrNJvk8DSOyDY/vbPjZ6rjjnC4BuQHjjChxrD+UQn6/xMzVOxvvOO449ASARVMAAE0KuOKGyDY8vrPhZ6tVq5SfvXo5Ww7KbowzosSx/lAK1Xp8wXdo8aUKTAElIuvx+M6Gn63+8Aflp4vnFpMNGGdEiWP9oRTyqHv43TnmMOUOLb6O+jMA4NXZG9C9dQkuHV7hQOmIXIbHdzb8bPXww06XgNyAcUaUONYfSqEGteFXlJ+r3KHGV9NpVaiq9yp3TV3Jhh+RHXh8Z8PPViNGOF0CcgPGGVHiWH8ohTw+ZfP2glx1SqcaX98P8uDYv32DfTUeCOFU6Yhchsd37uNnq6VLlQuRlRhnRIlj/aEU8niVEb/8PLV1p8ZXs6J8tC4tBACw3UdkEx7fOeJnq+uvV366eG4x2YBxRpQ41h9KIW2qZ7424qeLr4I85T7BIT8ie/D4zoafrf7+d6dLQG7AOCNKHOsPpVCD19Dw08VX4D4isgeP72z42erII50uAWW5g/Ve9H1/B/52fn9c4HRhiDIRj9OUIo98tgJtmxYB0K3x08WXdh/H+4hswuM7G362WrxY+TlwoJOloCy2bX8tDt++DtP/uxUXDLnK6eIQZR4epykJe6obkCsEmhbl4YWZ6wL3a9M69fEVWPfHlh+RPXh8Z8PPVjffrPx08dxisprA3V9NUlKHP86GH1HceJymJAx6YDoKcnPw832nBN0fmNapi6/AfdK+8hG5Go/vbPjZ6sknnS4BZTkhgPtPGo8OzZvgJacLQ5SJeJymJDX4/IG1fZr8XHVYTxdf2lTPWo/PrqIRuduTT+KHdbtxeJ0HTYvynS6NI9jws5OLh5bJHn6/xPK23VDTqtjpohBlJh6nKQWWbTkQdDswuqeLr3x1+qfXzyE/Ijts6nIoxk3+BqfV/ITnLhnsdHEcwZRSdpo/X7kQWaS6wYf+W1ej16aVTheFKDPxOE0J0o/yXThpbtBjzbTRBV18Feiyet723k9Yunm/9YUkcjHP3B/Qf+tqrNlx0OmiOIYjfnb685+Vny6eW0zWeunbdbjjm1eUG09f62xhiDIRj9OUoH21DWEfa9ZEPd3SxVe/jmX48MfNAIC3F2zC3PW7MfPPJ1hdTCLXanXfnbhj6wHcOWCQ00VxDBt+dvrXv5wuAWW5T3/aitUnX4PD2jfDUU4XhigT8ThNCVi7owqjHp8V9vHAeiJdfF0+sgITP1+JJvm52F/rCRoBJKLUW3Lbg3hwynKs5Ygf2aJvX6dLQC6wunUFVnuBk3/agjP6d3C6OESZhcdpSsCCDXsjPp6boyZ30cWXEAKDujTH3HV7AEDJxkxEltnUsRtWt64BoOREyMlx314q7F6y0+zZyoXIQoMqV2BQ5Qrc8cHPTheFKPPwOE0JyBHBJ5Ai3PmkIb7ydaN8TdjwI7JU0bwfMKhyBQDA4/dHeXZ2YsPPTnfcoVyILPSXWa/hL7NeQx6nDRHFj8dpSoC+oTewc3NINVHnOUd0xIr7Rzc+aIgvfcOvMJ/HbKJUm7d+D1ZuU7LsDpn0GP4y6zUAwN3/W4ZNe2qcLJojLJ3qKYQYDeApALkAXpJSTjQ8PhbAAwD8ALwAbpZSfhfLazPSCy84XQJygTtOvR4AsKc6fKIBIgqDx2mKwUeLN6N/p+boWl4CIHjE77D2TbF40z4AwLgjO6NJgW4kzxBfebqpZlzjR5R6F7wwBwCwYeIY/Ofy2/Hlih0AlIRKLUoKMOG03k4Wz3aWNfyEELkAngFwMoBKAPOFEB9LKZfrnvYVgI+llFII0R/AOwB6x/jazNOrl9MloCzXtbwE69DJ6WIQZS4epykGN01ejLwcgbUPnw4AyNG12Xq0aRq4HrJuzxBf+hG/Oi83ciey0gc1TbGrVUHgtsfnvumeVo74DQWwVkq5DgCEEJMBjAUQaLxJKfVpdUoAyFhfm5FmzlR+Hnecs+WgrPPyd+uxdsdBNC/Ox7BflbV9P3Tp53CpiDIQj9MUI/3G6wKNI3cdyooC18tLC4JeY4yv/NzG11XXs+FHZJXaBh+6L1+Ao8uK8L+yngDY8Eu1jgA26W5XAhhmfJIQ4hwAjwBoA2BMPK9VXz8ewHgA6NKlS9KFttQ99yg/uT+Uq1kRsw982tgnMvm7/wAALrwo82dHU3rIqONssniczgpWxqyUMuQ+/Rq/VqWFgevluusAQuJLvxZ78aZ9uOejpbhvLDPLupGrjrM2qPP48PDUFYHbuw7W40/f/QfNmuTjf+c8AAA4UOtxqniOsbLhZ5bTKuRoKaX8EMCHQohjoaz3GxXra9XXTwIwCQCGDBli+py08corTpeA0kCqY9bnD36LP59+MwCgrEl+sm9NBCDDjrPJeuUVzPllF5pu3o++HcucLg0lyMqY9fgiv90hrYoD10OmehrOA/QjfgDw2pyNuHR4BXq0KU2ukJRxXHWctcGVr83H92t3B26v3FaF+0+/GSf2bg1sU+47UOd1qHTOsbLhVwmgs+52JwBbwj1ZSjlLCNFdCFEe72szxe42HZGXkwOeSlCqnPrELByoC+6x2tS8HQDg7F6tnSgSUWbr1g2/nbQC+GonNkwcE/355Dp97vk85D59Y7BtsyL8fO8pKMgzSdbSrVvQzbyc0Ocs33qADT+iJOkbfQBw9esLgObtUNWhI7BtMwB3jvhZmUJqPoCeQoiuQogCABcC+Fj/BCFEDyGUCRJCiEEACgDsjuW1mejGqx7DTVf/3eliUBZZtb0KW/fXBd03csNijNywGB4/OwyJ4tUwbRpGblgMAJj9yy5nC0NpSd/Ia/Aqa4S8hrVCTYvyUZhnsi/fl18qF1VebugEp11V9ZBS4p6PluLHXyNvDO82CzbsCWRMpfS0aU8NtqnnJV6fHwPu+wKXvvyDw6VSjNywGL1+bizLgToPvD5/yMypbGZZw09K6QVwPYBpAFYAeEdKuUwIcY0Q4hr1aecBWCqEWAwli+c4qTB9rVVltcsNsyfjmm/fcroYlOVumD0ZN8yeDI/XukXLD01Zjik/bbXs/Ymc4rv/QdwwezIA4KIX0+NkhdLXzoP1ABDoaBvTr33kFzz4oHKJYHd1Pb5dswuvzdmIcS/MTUk5s8X5z8/B2c9873QxKIJj/vYNjnrkKwDKVMr9tR58u2YXahqcn1Z5w+zJGPXBS4HbB2q9OOqRr3HiP2Y4VyibWbqPn5RyKoCphvue111/FMCjsb420/3pjFsAAHMcLgdlNy3ODlNPRDbsqkazJvloWVIQ6WUx27yvFi9+ux7Aeozpz6lwlF2WTfwX/vTWj4Hbuw/WByXrINLTOthWbFU2iH7w7CiJWd54I+imlifm1lMOxWNfrAYAPPPNL3jmm18ABG8TQY2q670oKbT0FJaSJKUMGgmPtjY2lTw+P/JzBTw+iV5tm2LV9ioAyvnRbwZ3AtYoHTYH6jyoafBhl26PgYP1Xlz84lw8eHY/9OukLM7aU92Aez5ehgfP7pvx+RN4SLHR1matsbUZ112RtbY2a438ikOwdPN+AMDxj83AoAemBz3n1901+HV3TULvv2lPYq8jygR7W7ULOk6v3XEwwrPJ7RrUE9v//vArAPOpm0E6d1YuKr/a8isN04jRbwxPjZ7+eo3TRaAoZqzeib9NWxW4befWCSf9YyY8PolzB3VE++aN26tsbdYaZ5wxDFcd3RV/OLYbahoat1DZsq8Wb837FSu2HsCSyv249d0lgcde/X49PlmyBa/N3mDbd7AKG342Om7dQhy3bqHTxaAsd9y6hei64FvsqKrHLzsbT1r1PW/H/v0bHPv3bxJ6/9wcnoiQ/T5YVIkNu6ot/5zSb6YHHad3VNVb/pmU/ir31uCq1xaETFdrMEyp12/Iburzz5WLSmv45YQ5ruay4WdqX7X7knJkAn19uPzf8/HewsrAbTsbfr+qHdTNivKhX7533LqFaPXt17jzjMPRXrffJgCMmPg1bv/gZ9R7lHLqz5+K1Y6Zx6evDlnPm2nY8LOJ1+fHtXPfxbVz33W6KJTl9HG2t7ohcL8xCQwQmpAgFp/9vC3xwhElwO+X+L93luDMf34XdP/aHQexfMuBlH5Wt5efCTpO7z7Ihh8Bj3y2El+u2I4vV+wIur/BcAwtiNbwmzhRuai0hmKdx3zzdrb7zHl8fqzbeRBPf7UGP1Xuc7o4rvLjr3vDNuIO1odfx+fx2p9ApVlRHvy6lt+1c99Fs6f+oTwWZsrmlJ+V/AVe3ev004q37As9l8oknCBtAyklLnrpB6w/6zYASspSIqvcoMYZENxjdczfvsGGiWOCpmr6pIzpIOD1+VHn9aO0MA//nr0+lcUliuqgOspSZTipGPX4TABI2bYLv39lHjaecCOq6xtPwnfrOk/IvbRN240Dc9oIR4eyIozsUR525C5g8uSgm9qog1nHHBB+JNDt6n1+nPgPpf4/Pn11xGPAwXpv2Km0FJ/V26twzrOzceXRXXHXGYeHPO71h+9MNnaS2KFpUT5KChuz695w1m34+tbjkA+guMA8Jt6a92vg+vsLK3He4E5BI5lOfI9U4oifDf63eDPmrd+DnaUtsLO0hdPFoSx37/iTAnF22/s/Bz22p7oBx/ytcYpnhGN0wJZ9tejx18/Q955pAIA8noiQzaps2mR35uqd2JDfDDtLW+CBsX1QXlqIXQeDG377az22Tlki59U2+DBVnelgTPuunRDWenxoUmCyfYNRu3bKRXVG/w4oys/BeYM6mT5dv8ZPSokf1u0ONEKzzdodB7F2R1VMz401q/Svu2vQ955pQSfzlLj96r53L3+3Hk9+uTrk8UjbIhinRduhWZO8oLq1s7QF8jt2AADUe81H2fVueXcJNu+rxQOfLg/cF250PlOw4WeDL5ZtBwCctPYHnLSW6cHJWmM2LggbZy/M+iXo9rIt+6O+38NTVwSuz1y909bMXEQAcDBKw+8RXYwm66S1P2D0uvm4dHgFyksLgqZ6antS3fHBzxHegbKNPsHPz5XBx8xV26pQ0+BVGn75MTT8PvlEuag6NG+ClQ+chr4dy0yfXlyQi5e+XQe/X+LjJVswbtJcvL9oc2JfJM2NenwmRj0+K+JzmhbFN3K386AykvqfHzYmXC5qpO9zePLLNThQ58GVr87HEnVvRW+E8wMnOsyaFuXjlD7tsODOUQCU43vB1CkAgFMOb4ffDu2Mr285Do/9ZkDY95ixKnh6tz4hTCZiw88G2hz+q+d9iKvnfYhHPluBWl3gPPr5Slz75sKgeciaHQfqcPXrC1BVx4XMFKN//ANXz/vQ9KEXZq4Lun3+89E3F9H3OP/+lXnJlY0oAdGOfy/MWhfx8XhcPe9DXDVfqT8tSwrwxfLtWKRuor3o130AgHd1CQso+zX4Gv9fv/Rd8FT3h6auwNWvL0Cdx4+iWBp+//iHcolR5d5aPDhlBb5duwuVe2sBBE/hd5tIDQsz2v+vbfu5VjcVjMmNZqzaia9W7sAf/7MIQGOyIjNjn/ke621I0KWndRSUlxbirAEdcPW8D5HzxOMAgCYFuXjk3P7o1roUo/u2C/se89fvCbp9wQtzMPZf3+Glb1P3f8dObPjZoHf7pgCAa8++HdeefTtemLkOr8/ZEHj8uRm/4LOl23CDbu8ozZNfrcH05dvxv8Vb7CouZbr33sOSJ16K/jzV1v21+GBR+BNZZvEkp9kx1VPreLv27Ntxz6X3Bj3220nKJtqPqanJ86Ol7KesUueJPFLx/drdABBbw++995SLiX66Ub8bT+qJswZ0CNzOEY3T7DM9q6AZfSKyhyOM4IcbNVoXpjGsTS+sV6fnrdh6IKYpfmTOONql/X63H1BGVr0RpnoCCIwMWuE3z8/G36etDLpPPwr/xLiB6Ddnumn9Ky3Mw7qHTzd9X7Pz7yWV+/HglBWY+nNsU47TCRt+NtA6QPYWl2FvsXJgN8vUNcUkgLRUzjsOZHYWIUq9sOs8ystx5JGHxvw+V7y6AP/3zhLsrwkeVfH6/KiYMAUf/hj/tCKPz4/Hv1jFkWpKCWNSFzM+v8Rb837FE9ND153Eol49gdlbXAaUlwNQ1m3pH9tdrYwa2NUZsnG3vb3jZC7WNT1N8mM4pSovD8SX0Yd/HIGpNx4DADhrQAdUlJcEHisuyEWeOnso1dPtt+6vTen7JeLkJ2YGrk8KM4K/s6o+bMNCS/RipCXiqKr3YvzrC3DaU9/ino+WJVla96o2HIu3G85NtTV+Fw/rgmMPVfZDbapLrGNlltr5G/bimW+Cl7MU5DXWydwcgZKO7cLWv5wcgRN7twncfnLcwKif+cf/LMKqbaHrUk9+fCbGPvN9jCW3Fxt+KSSlROXe0M2ttZOGU1fNxqmrZgMI7oVoXqyklC0zSS2rnWD88+u1KS9vrGoavFm7mDyThe1Y++ADlE/7NOb32aOezB4wNNLqoizEPqx9s7CPTV++HU9/vRaPfNbY+1ZV5wmsVSGKR43uZEPf468/jna/Yypu/+BnPPVVYhs7ayf3p66ajROXK9tG1Bp6t/fXetXn+i0fdZm5eieO+/sMfPoTZ3s4rTbWhl8syV0++EC5mMjLzcHhHZphw8Qx6NGmFCO7t9I9KgIjzZEyJ8Zr4cY9GP7I1/hosbPrBo1JlIyWbzmAIx/6Mui+fmHWRSrvV4+KCVPw9vxNgfu+WK7kW5izbncSJXW3A3XmDT+tgaVNxT2mZ2tcPKwLAKC4MIZ6kaRw56jty5oE3xGh/gHB/1N6ti2N6bOnLduGV78PngK+ZsdBLNm0Ly3PndnwS6F/f78BRz/6DVZuC95XShsKv3zhx7h84ccAgnshtH1/jD0pQPD6KifsrW7A4XdPw7Mzfon+ZLLVx0tC/1Ef1a0l8PTTaPXvF2J+H+0frnEKR6TsXECEEUc0xu1O3ebXD3y6HA9OWYGZq3fGXDZyt/cWVqJiwpSgONKPvpSGSfQQaS+pcOrU6V9X/fgJ/vjzVADAPWf2AaBM7ZRS4kCtJ3DyXW3xAv/16tS1uTxJdZxxqucRXZrj5lE9Q54X01TPp59WLjHo3LI4cP3rldsxeZ7SiIl3nVs4Ukos2rgPAHDT5MUpec9UKMrPCTmPWmOS7dO41cU8dS3W9gN1GPKg0kj81CT758bdoR30FJsdVcEjfNvUbUgK1XNa7bwhL0cE4rRFcUHg+VYlh9N3zmgddmcO6IDWTQuDnxil/hWqo/alhXloXVoY9nl6j09fjXs/WW76WNfbp4YkhHIaG34ppJ3QPqdrJFXurcHzM5XbV593F64+7y4ASmA+MX019td4AlMXvH4ZcjIdbS/YWP120lxUTJgScjCNZpvam+N0byCF+tPbS4Ju92xTin/+dhDw0UdY/9J/Yn4f7UBtXDsR7WAVaRG39liuruPigDpaEmvvOdGL6pSvdbqEAE9/tSYwatzg9WPUYW1CXtf3nmlxjSxX13sDmUO3vjYZTaYqI+bDu7fCjSf2gNcvUevxocHnR4fmSg+yMclBqjUtUmaA7KluMO0UJPsYp3pu3luLm0eFTqePKavnRx8plxjoOzae+eYXLN+q/P/WTp6Xbt4fOPFOxLsLK/GQbj3dr2nSIKrz+DH6yW+D7tN3gmtrHXu2CR6ReX7mL1i57QCufXNh1M+I1rFJjfx+iYoJU9D/3mlYsz14LeU+dYlIYMRPHY3OzRWB6110HRhWHcu08wsAGPqw0uhvWWyyQXuU+tdMPe62Ki0I6Vj871XD0K11idnLADSuEzd2PJ75r+9CZlTpVdV5cO/Hy2xbGsOGX4JqGrz4ZuUOVEyYEjhB1v45fKRbCHqdmukIAKoKS1BVqATNlyt24Kmv1uA3L8wOOuE29oakavNWbWrDy9+ux9CHvsT5z83GpFnRR/H8gU1rmcwg3T1ybj+ld6usDA2l4adhhmNs+F3ycuStR1ZvP4g126tM179onRm5uiQYOerRJg1nPlCa0+//9OK36wPHM4/Pj4pW5v+Idx2MPYtfn3um4dznlGn4eS1bAGWNU8hKi/IgJfCOOmVM23Db7ARm18F6XPnqfHy+dFvMn623dX9toJNNO+RO/Xkb+qh7aJIzjMe4HVXmsVUYS8OvrCwoviIpCbPBtE89oT7jn99h1OPma9tiMc+QrVDb+iAd6U9BBh2i7FN77qCOuH9sn8D9X6/cgdFPfhvIvhuJ1R032UTrrD1Q58XXK4O3Npi3QYkhbamSfsRPO27rG1DxHJfjoU+YqCUDW7XdZE/IKPVPG7WXMrQj55DyEnz5p+PCvvbRz1di7Y4qzFwVOqtpX7UHuw/Wmw6+/G/xFrw6e4NtS7rY8EvQn95ejMtfnQ8AuPglJeOb2QnwvtrGFvwZK2bhjBXKHjVa5Vi9/WDQtA2th2TltgO46MW58HiTP0vWH+DeXViJHVX1WLBxLx6eujLCqxTaSTozO6a/QAfm22+j98ypcb8+WjYuMyc/MQs3mmSj1U5M9Ju9C/U/d6SRQiI9CfMeVG0qT4PXHzRtXm9nDCcYOw7UBWZqaCcLXaZ/DLz9duA5pYXKCY02lad10yK1TKHH+8W/7sNXK3cEbfYbj/GvL8RNkxdjX00D/u+dJdFfQLaIdXpaTBtUv/12UHxFEu7/rhAiMIKQyLRmTblhKtvOqsjr7PT213jw53eXpOREfo3uBD3cRvZ6R/dQknO0L2uC3w2vQEWr4iivCGVcv0uhZq7eiYoJU/CTYfbPgE5luOXk4BHvEjWBS6DTN0cERvqO6Nwcs/58Ajq1aIIlFk17NFuOZJqNN0r9K1bX6Y4/tlvgnAVQltG0aVoYNBjz1IUDg177wqx1uOt/y3DdfxfB6JXv1+OEx2aEjGQDQIn6mXYl84pvJ0wK0PcoHajzwuPzmwZZve6+S36cip5tm+LTw44Naox5/X4U5uWg3utXGnoFwN0fLcO89Xti+0cSxe26zYaFiG/E5csVymJojvilF7NOhkCD6rnnUAwAR/05rvfUp9OO5E+jDsUTXzZmTpz9S+gaJO1EKTdHYPGmffi5cl8ghtjwo2h8fon9tZ7AsUrfgQYoiYj8fgmvXwY1/Mb0ax/IjvzE9NW4YEhnnNIn/P5M5z8/B7/uCZ7e1unt14Em+cC4cQCCe6tHdG+F3wzuhE+WbDEd8atWj+tbEsySuLdGqYNfrdgR5Zlkp3CJfLT/25pwnRBBnntO+anGV6KSmeLp80scfvfngXVZmj3VDajcW4OSgjy0KCkI82rFQ1OX492FlTiya0tcMKRzwmUBgteXh9ugXX8udf0JPXD2wI7oojb4Elk39vJ363H76YfF/To30WYf/PbFuUH3Fxfk4epju+EfugzKPr/E3HW7sVjdriEvJwdDu7bEtJuPxaFtSyGEQEWrEhy0MdP30xceEXpnlPo3/thuKC8txIVHBsf05PHDA9c/veFoHKj1mCZzCpc46NXZG8KWU+u8KcizPgkOwBG/hLUwzB0+WOeFT3dCq63V26ZLdXvZb+5Fq5lforQwD3t1qfO9fhkIII86UqJ1KqSiwaXvrSmKM7Ce/HJNUHkoPQw1ZDcDdA2qqVOVS5xufTe2EYYrj+ka9TnaydAHizbj7Ge+x10fLQvUCbb7KJp/fLEKgx6YjjU7lPUkBwwNv10H6wNp2vN1C6F7t2sauP7lih0Y/4ay1mfVtirThpqx0QcAG994N6j+FOum+1wxsitaqifEZiMt1eoooJSJrSHSMjx/tXJ73K8l64SbDaFP5jK8Wysc29M8TXyQOI/Pr18xNOQ+geDGUri97cKp9fhQ7/UHMjTeeJKSqOZgvQdHP/pN0NYK4exX62RxLJlMo9C+y8Rz+6G00Lzht6RyX+B6To4INPoAoFyXwOOILs2DXnf1MV0x8dx+QbNPAGV0psHrj3mrDjcKdwwryMsJ+X16fRIXTpqLiWomb220ule7poGRs7xckdDMokQMPqRFUIwERKl/Rfm5uGhYl8DI3iuXDcGnNxwd9Jy+Hcswokd5UEfPgE5lEdf/Fem2ejHm8tD+vxWkKqlHFGz4JcjYIKv1+KC/x6zC1OUXAcXFKMrPCfTsAsFzibUDuPb+vhScJetHDY0blxr3bguLI35pYdmW/fh86daQlMqArkFVXKxcVO2aFcX03tG2b9Dk5Qg8fsEA3eeGxmi9yT9TLbsaR/womk8MWxjsqwkejd5Z1djw049amB2mLn35B5z65Cxc/u/5QfcvNtlIuH1ZEQYc2iGo/uiTEbVpVhg40a3cW4uKCVOC1vPpZ3J8tjT+jX217HcLN+6N+7XRSClxxavzmVU3AeG2T9DH3tlHdAiaGhaW4fgcjZZMyEjfYNl1sD6utPH6EcxD25bi5kDDz6e+X+TZHz/+uhfTlimdE6mYlfTuAmX97OEdmgWmDAKNaxDrvT68PmcjAOCtq48Kef2kSwcHrn9w7QhsmDgGGyaOweoHT8NfxxyOC4d2wfvXjsDFw7rgzjGNo3zDHv4Sve/6POnyZ6twjbT83JyQacjGc16zacp5OSIlWT1XbjsQNMW4YsKUkOeEncobZ/07sXdb9A2zbYi+/rduWoTurRuTDWmdKRotWRfQuLekRjufs2vrBzb8YlQxYQoqJkwJaZhpjKnwvX4ZUhHOXvYN8OabKMzLDawn0WxVp21o6/20t0/FCYA+yIz1+Oxnw28wqS+/z+/Hwo17sXDjnrDPJ+uNefo7XPNm8PzxEepeT51bqAezN99ULqo5t58Y03s3eP3Ysi/8FLWBnZsDUA76Qw5pGbi/usGHX3YGZ/oym/6pkRKYv2EPvl3DE1CKjXGq54bdNXhJzfip73U1O0/5ds0uAI1JCDRvz/815LndW5eG1J+TD2+LY3qWY0y/9ji8fbPAKM9KNcPiNW8uRMWEKZBSBo0CVu6Nf7qndiKx/UDouimzzsQf1u3GoX/9DLtjWGc1+5fd+HrljpgyHlKwcCfAWur38cd2w9lHdIztzQzxFU1+bugJtERwh8Sa7QfR9fapIXuJhaNvrJU1yUdOjkBJQa7pPsRmznl2tul7JUJKiQ9+VKYUFhfkBY2MaGue9uk6qIdUtAh5j7bNirDsvlMx746TghrfQSMynZvjoXP6YWSPxlFZbeZVOu61lg7CZUYuyBMhnRzG6e3GEUHlvpyU7H86+slvA2vlvjbMjvjzqb0AmC+HARB3/YukIDd4tFs/TfmEXq2DHtOPyn9jSJCjNVLrU9CJEgs2/OKk7SeVY/jNGXsXvH4ZSA+ueWj3D8BLLwUd2Iy0RppAcKVpFmbeeyyGHBJ6oNSs31Ud9sD94Y+NWzjUNPhw3nOzcd5zcxIuRySvfLceN5gkCaHo/nPVMCy555TGaQ0vvaRcVEIIXHrUITG914iJXweu66czH92jHK9dMRTvXzsCuTkCeYaTkQ8WVQauz167KyTzl96KrQfwm+fn4NKX5wWmCxFFIiXQqUUTXHrUIWhfVoTpy7fjaTUDWn5uDj65/mj89+phcY0mtyoJ3aMpP1eE1J+i/Fy8ceUwPHPxIOTl5oTdq62mwYfqem9guk4qRkIA4LhDW4d9v79PW4UGnx8rtppkr9OZu243Ln5JydIbbgQpFj9X7sclL/0QMnMk23l9EiUFuXhy3EAAwNO/VdYOaTN1jj+0NQpjXUZhiK9ozEZOGnz+oBHsBWqnxrsLK0Oea6be0PADlOQcHyyKf9sm4+hFNLPX7gqaaaQvS2lhXlAmRW3kcYeuIyQ/zHS4ksI8tIlhdsth7UMzXpvNoKHII35GxsEM0xG/XBHXFPiD9V68t7AyqGGuXddG/K54dYGuXAIDOjUH0LhsKkSc9S8SfceCkqtDid1+HctwRJcWuO+sxoyz+jWq17y5CDt0y8C0Rqpdx1U2/OKkHaRyTaZ66iuJzydD9u0omfk1MH266YJQzb6aBny/dlfIlKVkOqQ8Phm09sVIn6hDb4luKtS6nZGzDUkp4wpaYw/b/Z8uxydLtoR5NkUihAj88wYATJ+uXHQeOLsvNkwcE9f7Hqz3BuJGQqKsST4Gq50Ixt48/Qj4RS9F3gbii+WNPXRH3P9FXGWi7FdV58GmPaGjZaWFeXjg7L4h024Gdm6Ofp3KMKJ7eWDEb9RhbXBo29KQ99BIKU1PXgryckzrj57WcVdtSAd/oM6D6gYfmjXJQ45IrOFndlJ0jLpuzOz9tBF6Y0eM0XrdPohtm8W2KbGZv7z/E75buytkL69s5/X5kZebg7OP6IgNE8fgrAEdAADtypRGdFwNhyjxZZSn62V+9fIjkSOAGsP60vXq/nvhtn8w0o8+NFP/d+jPS7QtS8wY/3fHE+db99fiopd+wB0fNiac04/MlBbl4dQ+7XDt8d0BNJ7c3/BWaJbEZBxjWIvJDJ+h6jw+TF9uvtY4ltwTZiN++bk5WLerGuc9Nztk+r7Rxt3V6HvPNNz67pKgTKD62XXGv1txQV5ghLxlcZjkRHHWv0ia6zrHfX7ZuM1K//YAlNkigbIaRiD1eT60ZTamWUgtwIZfDPQHOi1BgHGYu6bBG3QA8/r9oaMZ+flAfr5pghWtjpz33Bxc/NIPIcPUyUxE2FvTgFalBWEXYa/dYf5P3CzxQTgTP1+JXnd+HvM/gZP+MRMVE6ag+x1TgxrI+hMUis44jxxAIM6euWgQLhrWJab3GXVY4wHq1901eHPuRnh8MtDgN3aeGTc21epDtIM5EHzS4ZfApjjijLLf/xabdwBp0yCNKeiDevDVY3W/js3x0u+ODHmPiglTMOKRr9D19qmmHV4FebmB+hOOdvzWbxgMKMkuquu9KCnMQ35uTtwJN4Dgf/zDurbErD+fEPje932yLCSp0x61vkU7cdUnDUgmgYDWuRetoZltvH5peiJ7zbHdACBiJ0OIKPFlpP9dD6loid7tmgWSCGm0KZrFhbGNOupH6YI6DVWROpqNe6M9OGVF0O2fK/ej373TMOWn0DWuyzYr06P1W63oY76kIBctSgpw2+jeaNO0MHC+FVO21Di8ceWwoNtM8BJqvmFq/NiBHQLXY0nQYjZtUatDCzfuxScm8aGnb3Tq/z768+p/fbMm6DU5Qkm8MqBzczx4dj/zN46z/kWin/3h9cnA+a/WmRIuQy0APPNN4559HPFLQ/rFqFpvg/F/wL4aT9AUGq8/dMQPr74KvPqq6dSIxy8YGHTb2KMSbnF5LBZu3IvmxQX44k/Hmj5u1lj7Yd3usA0/s/nwb6gLr2PpOVuzvQrr1Aaezy9xqW6E6ITHZkR9PTUabZaqXo2zMf3b4+Fzwhz8DPQ9V8f+/Rv8fdoqAI0nCMYpdMWGnmVtLcDcddHXgG41pCE/5m/fxFRGcgctocOj5/XDkrtPCYywaSd/nVo0Hmfn3n5S0Gu18xEhgC6tinHrKcF7TQHAlghp8KWUgfoTTk6OQEFeTsjxfX+NBzUNPjTJz0WBIc1/LKrrvUEnxD3blqJLq+LA9/7gx80hG4dr1dI4+mik/3dSncTohjZdya6e6XTh9UnTxu6IHuXYMHEMurWOo+EXJb6M9OcCJQW5yM8VIRllta0dYh3xM67xA4Ibe5FOQI1JkpTXNr54+db9qKrzms7g0cqtT4qh/yx9h3ppYV7g+dr0PavUuWzqcjRenz+kg+j/Tj4U95x5OIDwa//0zDJc5une0ywBnJ5+BFpfB/TH3Q27gs9RvX6JksI8fHTdSPTrFGaT9jjrX6y8fj+0poI2XVmf0MXoY139aGz4ccTPcX6/hMfnD2p0af9gjQ2zbQfqsOjXxkQsXr8M6RHWAm7LvtATD2MvtrFt5fHJhBYgBzaElECnFuaZjIwNv29W7cC4SXPDjr59tnQbNhge0xoGNZ7oU15+1O2BCCBkQ08utDZn9nsxXdMU44HtpN5tAtebGNYtab1qE8/tp3525Pd6W83KtjlCcphIaqKcuJI7vDFnAz5ZsgX9O5Vh3JFdUFacH8h0qTWAupU3nlC0M0xJO/uIjsgRwJnqVLy8OEe3PD5/TPWnwesP2dR43KS5aPAqe7IW5jWO+C3cuBert0degwcARz/6ddDsi5aG7x1URgNjcjFAaUhqvfb6xp5x7bnG55e4+vUFmDwvNOmNRjtJd9vUOGXEL0WnS3GeeGqNpMtGVEAIgbzcnKBO2cK8nEBnWqxbK3hMRvykbl5RpM4B45Q1QBnBk1KiYsIU3Pa+Mo2zxuR5Wpxq/08W/boXx/19hunnSCiZoCsmTIl57WI8LhtREbhe77KODDNSSnz60xY0eP24/NX5GDcpeO++ovzcQEMm2kDENcd1D+kcBoITFWnHkFmrd2L7gdBzYn0sa58npcRt7/0UuF9rMGnnKd5YMoamuOH3t/P6AwCaFxcEpnrqO4kW3XUy/qhOXQaAVup2QMce2hq3vLMEL3+3PhB/ZlsOWcHShp8QYrQQYpUQYq0QYoLJ4xcLIX5SL7OFEAN0j20QQvwshFgshFhgfK0d/u+dxej518+CRvy0Rck5hiG/+ev3BJ0cG9f4XXNcd2DGDGDGjJAT+BtP6hnSmzhvwx6copsf7PPLhHpqtRP4UYcrJ/l3jjkMQ7u2xPy/jgok7/BJiYenrsBL3ypZ8qJlo/vjfxbh+Mdm4Lb3fkK/e6cBaJwKaHYCoielxIzVkTcndltvcqzM0iCbLpRW48zMl//XOOrbVnfSbDaVplOLJjjxMCVuzh/cKWLZtKRHiU6ZueyV0F5kcp9Xvt8AIPg40lxtAGnJWHq0CT+60qNNKdY9MgZd1cah2fS8SLw+GbH+RNPg9aMgLwf5uTmBDrXznpuNU56YFfY1Hp8fv3tlXtCaDwCB/QKNmeOMSRSA0DVfgHKc/s3zc1BV5wk6oTDbfxAAvlu7C9OXb8fDU1eYPl7v9QWSbdTG0MGXTbx+f+qmt8YZXyWFeVh018m46wxltGVfTUPQ31C//UGsHR1myV30pyUNXn8g++Lug/VBx3UBoKMhQdD2/fUhcTV//R6c8c9vg2JPazRqHZZfr2g8F7jkqOBlCca9O1NtdN/G2TKc6qlMrbz+vz/i0Ds/C2RC1ivMywnMvjD2PZWXBq+nM8tECwQnfKn3+rFpTw1+98o808R++iVRWsNo057aoIGCTeoU50NalaBX26Z47DcDEFUSx3czWpbZ8cd2C5yP6f/vtCwpQFtd0qHnLx2MHm1KMWv1Try/qBIPfLo8kHF6v3GwCMBTX67B92tD/x7JSDxVZBRCiFwAzwA4GUAlgPlCiI+llMt1T1sP4Dgp5V4hxGkAJgHQT74+QUqZ2m8cB22tyf902S1XbqvCqMdnBvXMNi3KC9qXD1AyCm1VR/aW3HNK0Dx6/am6lnDDbNuGzi2DR+j2HGwIu7lpONpcbO3k6apjuuGqY5R1Cb8d2gXPzvgFuUJgkpoa/apjusWcSUYb5QEa9xuc/cvuoL1MjP7xxWpM/Xlb2McB4LC7P487EYkbmDXy4t3nsUebxiQ/+oOT2UlNpxZN0KZpUVx/C7N/oDec2APvLNhkmqJeY0y1T+7UurQQ63dVB41IaKNM2nYiPdqUolVJAXq3D5+wSjNc3eokVvFmKDR7fVF+DgryIq/x21fTgGnLtkFK5QRolsneei3VWSDGTpn9tZ5Ao1Cr/WajK9p+fTUNvkDD8PherTF33W7UNvhCkoxpiWIO1HlxsN4b8r/m3o8b/3W/NW8TRnQvD5vhNNt4feZr/Oyi/b2B4K0+Ljyyc1DsxLrGXv88bSbQLsOWIDUeH5rl5mDwg8q60tkTTsRrszdgb40Hlw6vwNNfNa6v2nWwHi0NJ/+1Hh+Wbj6AJZX7MKK7kkxlm5ryXxuZ0de30/q2D3q9WWfkP2I5sY+RfkQp1j1ss9m6MDO8xh/bDTlqAjnt71ahZhC/8uiu6NSiCR6ZujLoNeEyr+rv90kZmNq+xGRPVf06Qq3D4JddjefdBbk5gSRgbZsVYlqYpUxW69a6NHCO9MLMXwAAuYbZAdr51TlHdMSRFS3D5tU4UOuBlDJoyrO2Fj2V58RWjvgNBbBWSrlOStkAYDKAsfonSClnSym1Fs9cAJGHFSyw/UBdIBVyOPd8vCxw/fOlW0P+aE3yc0NGunx+iSWV+3Bo29LGRt+LLwIvvmg6Pc9swX2J4R/zruroezUZ+U16IDS3ntILvdo2xW7D+yYy0VJrlNz1v6URn/eOrrGoMZueYkwSsnp7FX6q3BdT8pBsZZaeuJnZHHI1zqLRn0y0Lg3N9Gec/hkLs4ZfaWEerhjZNepr31mwCfM37EkoKQZlhxYlSjzrY1NLMDS0q7J3pBACc+84Ca9fMSz0DQz6dCjDygdG47oTuod9Tn/dWhCPzx9z/dFrVVKAsib56lTPXGXEL0wcSykx8P7puO39nzHhg5/DjmxoU4KMJ8Bb99fi+v8uQuXemsBxd+u+urB7+VXXe3Gw3ofSwjxcdXQ31Hn8mLMutD91p2794JtzNwauv7ewEqc99S3e0k0Bnb58O56b8Yvp52Ujr9+fuqmeCcSXnn5k7bR+7VGk+/8Za8eF1vA7tU9bHKmOWPxeN/URAGrqfUGzk0ZM/BovqB3EZ/YPbqS9NmdD0BYNevp1hy9+q+wz+PPm/dh1sD7Q4QyE/i8zLqfp17EM50WZeRIP/VREjvgp2ZTNnNG/PSac1htCCJzapx1uP603blX3yrvrjMNx+ciuKCsO/tuFGx3Xn4fWNvgCM9LMMt3rzwO0aaHa/4KzBnRAm2aFgQZhedM4MhUnWf8iaa2Ww9hpps1iC7ctW9tmhRg7sAMafP6g0fh4tr6Ih5UNv44A9Gf5lep94VwJ4DPdbQngCyHEQiHE+HAvEkKMF0IsEEIs2Lkz/g2hhz38Fc5/Pva96TbsDl5MOvPPx6MgLweb1emRh6sZ5jw+P+q9vuCD2dtvA2+/HRhQm3Hr8YGHzCpKiSF4aupjPzit3XEQdbotJozbTwDKdNW2ZUVYrUvNncj6unheY5YNymwu+MD7lXS7Hy/Zgr99vhKnPDELZ/3rewy8f3pQT2MmSjRm/+/txUG3e7Vtaj7tTY2zaJrrRqGHdm2J7obF2DHvS6Xy+Pyo8/hDDnoixtT2f3nvJ/zm+Tm44lVO+0w3yR5nY9W8idLYeeaiQYH7tPV6h+uyd+bn5pjuE2WmKD8XvdqF7t0FKOt8Xv79kXjqwoEA1JGIGOuPXqeWxahp8KLe60NBbg4KcnPQ4A0+1mnrWPdUB3devb/IfP2SllLfuJ7uPz/8ik9/2oq/T1sVODF4Y+7GwMiM0dcrd+DV2etRXJCLQ9spx4srXl0Q6J3W6Ed89L/ZT3/aghXqZvUjdCOoOw/WY/2u6rTNxJyKmPX6/Ljno6XYuLsmdVM9E4gvPf0xvzAvxzAlLvpSi4oJUzD+jYUAgL+M7h0YXbj9tMOCnlvd4A27dKNHm1JMunQw/n25kjnX4/OHJrNTHaz34vevzMNf3lsSuK/W48O/vl4b9LwuhhlOxv2OU51JtkSXAXX3wfToULbrOGumtsH8f7R+lK5JQS7+cFz3kJH+964ZHtRRHC5z8D5dJ1dNgzfQ6VVs0smsb/j9e7bSYbBu50E0K8rDUxcODHxeYV4OmsYzEy7J+hfJnWMOx6Pn9cNR3VoG3a8dW425PDS/G16B4d2UY6t+/W60pF2JsrLhZ1ZLTVsIQogToDT8btPdPVJKOQjAaQCuE0KYjuNKKSdJKYdIKYe0bt06rgIe9fBXcT3f7DzjkFYlyM/NQZXaC3eaOm987Y6D8HgNe0V9+SXw5ZeBhpI+1avZ0HihoafXbFG1mR1VdRj1+Ew8NGVFYMTPuCZRY+yBeOLLNXEv3Pf4ZOB3c1rf0CyTs9fuwo6qOvW5oQcX4xQTvRvf+hHPGnqWH5++OqN76BKN2S9XBK+NNO5F1PhEJc6iKTQcbEfp1pQC8f+j7fnXz/DG3I04WO/FlBuPxrghnQEAAgKXjazAuUdE6vdpZFUvFyUumeNsPGo9PnQtLwnKkPzEBQOw7L5Twx7DYtHGpEf4xd8Nwb1n9UHrpoWBafUenz/m+qN3ePtm8Pgkqut9KMhTpno2+PxBx7tdVcrJpTEBktaZ+IfjugXd31HNXmrss9PS5Jv9Nq55YyFueWdJUGfcg1NWwC+VTrdy3ab1j3wWPD1r18F6dG6pfKa+g06/efahbRun1/73h19xwmMz0jYTcypiduW2Krw2ZyNWbqtK3VTPBOJL75XfN25T0iQ/N6gBE23Er8qwDs/YSXfTST3RTl2P9Jf3fjLdkgFQRt1P6dMOJ/Rqg/LSAny/djfenq/08//vupG4c0xjI/Lil37AzNU78c6C4A4OYweIcdTI2Lgw67xORnF+43efs253St87UXYdZ82EO78MN21T75BWJVh018mB88lwdeWrFY1bNFQ3+AINP7Mp4/qcBtpshH21HpQ3LYQQIpCJtd7rD9leLaIk618kJYV5GHdkl5DyaPWsu9pp89A5fYMeLy7IxdHq+dxs3Xq+cIm4kmVlw68SQGfd7U4AQvL7CiH6A3gJwFgpZaD2SSm3qD93APgQytTRlNpmkkkoErP9boDgKTLaP+ubJi/GvA17kG8yT72Xuim2/sTbbDGscXQs1sbOMY8q6fGXbz0QWAMWriLeZNgH7umv1uDzZY1r8DqUFeEPx3bDnWMOC9vDvmLrgUAadeM0ViklLnrpB1ygjqrGchABlMXC1fVe08Y2wCxcAFAc53pPzdkDO+DqY7oGdSz061gWFMeAkr01Ftom73p9OpQFRqyFUNIaPz5uYGBj00hm/7Ib5z83Gz9V7ovp8ykzxDIzoKbBF3ISkJebEzL7IV5HdWuF968dETTlWH9o0XqozRIomZn318ZtJObcfiJ6qv/QN++rRV6uQEFuDuo8Pvyys3E2hTalfuW20AyfFx7ZOWRUXBtxP/mwtrjYZD9OsyQtny/bhvcXVZomAju1T7ugxrNxCunG3TWoaKWM+uvLsu1AHX47tAsev2AArjrGfMq2GzIxG7NPO6VLq8aRsRbFBYHzCSD6/0XjyJaxXv3p5EPx+AXKOrqFG/fiL+//hGi0hD8f/rgZpYV5GNCpDK0M6/30tM5hfcOveXHoudU5ho7CBSZ5EJKhn1746+70HLW2U7jzy1j3/WxSkIuT1P2Azc57AaB9WWOHXm2DLzCibDwvrG3wYZp6HnrzqJ7YfqAeW/bVok7dLgdAYH1fJrj6mG545qJBgdi/aGjj8fya47rjt0O7oGPzJijIywnabkifGCmVHeJWNvzmA+gphOgqhCgAcCGAj/VPEEJ0AfABgEullKt195cIIZpq1wGcAiDy4jEbNAvT8NNXGOOWCUEHlGefBZ59Fi/+bgheu2JoUG+bWYPo0uGHhP2ccPZWNwTmCB/atmmg8Riut1z/T0Sj9fBOOK03Zt9+Em4//TBcdUw3rH7wtMBzeul6fsc+872ujMH/eLQTKa1XW2uA9usYusfK9xNODFzfdbABgx+cHnZoPJZtI7LF+wsrg/Z80YRN3a3GWThPXngE/jrm8KCpnEIInHxY8IhfrAeav4zuZXr/7F+UnqufNzeeMGlz9KNZsHEvzntudkzPpfS3+2A9+t/3BW55Z0nE59V5fDGnpI/X4ENaoFQ3w0HfKatlKTx/cKeo9QcA2jRtzNLWorggaNTF45MoyMvBvPV7MPrJbwP3aye6Hy5qTBamuefMPoG1hn8+tRde+t2QwGM5OSLkfwEA/BKhLhk7ca49vjvuPevwoPv006N8fom1Ow6iV9umyM8VgZGjA3Ue7KluQIeyIpw7qBM6tSjG3WccjgfG9gl6r3g7UTNFtCzVCYkhvmLVvCQ/aHQ82ojfDsPfyWyKXaIdioDSgBNChN06CgAe+80A5AgEpgjfeFJPfHfbiSHPu/Lornj/2uEJlyWagrwcDO/WCuWlBVhSuR/36nI5uFG4mV75efGPtOaHWQ/7wqWDA9er672BUUYhgjuPzn9+diCz6OBDlDWoK7YeQJ23sWNQP/U/Limsf7EqyMvBmP7tAyOB+hHBCaf1RlF+LoQQaPD6MWnWOvyy8yAO1ntx10eNzZ4Pfwz9v5Eoyxp+UkovgOsBTAOwAsA7UsplQohrhBDXqE+7G0ArAM8atm1oC+A7IcQSAPMATJFSfm5VWQGlh3NbhI19gdDFx2YLNfWbCwOGNYGffAJ88gmaFxfguEODh/HNptUZ11jFknlKP1xf7/FFTO5i9hmA0mtd0apY2YJCRz/iZ5yWYfb5ZrcbfH78fvghOEG3h5ymdWkhurcuCXxOnccf1Ct9Qq/G35mb9pG65d0luNEk3XHYE2Q1zqIxTiU2W2AdyauXH4kP/jgiZBH+MDUJhzaysUo3whHLfmaaWEdfKP1t3V+Hqjov3l9UGXYtEKAcLxJJKhQr/XuP7NE4VbpFSQF+efh0XD6yIub6oynIzQk6jtZ7fKYzOHZXN6DnX6eGTCsb3q0VmhTk4uyBHTHj1uNx3Qk9QqZdm23MHWltndbpojmmR3mgjNqaSX0jePuBOtR7/ejaukRdn6j8r/lmpTK9fESPxrV9VxzdNSRb6o4IGXsz2QUvxL7+P2ZxxlckTQvzgkZkIm28DiAkLbxZh7AxqVw8tM7sIyta4rmLB4U83r11CUoK89CuWVFgyvMlR3UxzVYuhAhq1FrhrfFH4Wo1y/mrs8MnqMl063dVRx04qPX4AuuK9WKdpQU0jg6a5XIAELStQU2DL3B+uHJbFR6aomwj4/dLLNtyIPC8Q1oqsxC2HahTshGrx/A3r1KSe4Vd8hJOCutfMo7v1RqDujQPum90H2VE8OXv1qPvPdMwd11j4kljZ14yLN3HT0o5VUp5qJSyu5TyIfW+56WUz6vXr5JStpBSDlQvQ9T710kpB6iXPtprrXTHhz/jqEe+Qr3Xh5Mfn4mJhvUPQOhi42/VXir9ea8+G12Izz5TLibCDae/84fheOcPSq9XtIXbQPAUnWnLtgUaDMaT82jKis2/h/Y2LcI0/Oat3xOU9bRe16Oj3FYac2ZTgwrycvDVLccHNfD0DdYBajp3wKKe2AwTNstchDjTM06pM55wh/sba47v1QaDurQImQJ8nPr30/b++/v5jSm4w/1DoOymH4m456PwPetmUz1TSTuG/274IaFriHKE0hMbY/3R5OSIoK13Gnz+QLY6vae/WhPozNCO90dWtMBrVyirGIQQqCgvCXkdELweHIi+P+FfP1wa1DE0WM3cCACP/UbZcFifyVcrb4viAuTnNTb85q3fg6aFeTiic+PrAaBlSfBMDP2sj2x19sAOqXmjOOPLzD9/ewTOUEcQ9B14kZJord5eFdPIrHHE7+pjupqu3deMOqyxE1cfp306hM7q0Rpy7XQNjEgdPU3NslanmD6pzOIsXV5wwmMzcPpT30Z8Tq3Hh0NaFYdMK49nbaXWeRxLPoqfN+8PSlj40nfr8dWK7SE5H7RY+euHS7H9QH3guN2ypAAr7h+NVy47EnFJQf1LhVcvH4oP/jgy6L5/XXQEAGX9tFGsW7XEwtKGXybR9jzaW+3Bmh0H8bwh4xkQmpHHrGfMOIoSK/3Gq307NsPH1ysBMbRry8D+VdF6bJ75Zi2+WN64Lqu6wRdY6xEpUcetpxyKSZcOxne3nRC1nKVqz3OkNTcvf7c+cL1S7dXTTlQafEq686uO7oZzj+iI3w5VloHq/2HoN5DXr1XR/xPQ/y5qGrx4fuYvKa0YblBo6MgwngjrMytGIgxpJrTpQw+M7Yu3xx+Ffp1CTwBaNy0MpOcPx8FtsyjFPDGmqK5p8MY98hwPLcZTMWNg8vij8IdjldGCwYe0CNSXBq8/kNZbc2RFi6DjmjY1tHlxgel+ZUbG461ZshqjK4/uisPaN8Mdp/cOGpEszMvFqMPaBh1btfWCTYvygkb8llTuQ//OZSEjQ81Nlj1ke1KmmDaHtsmZAzrgX2q86f+2q7cfNO1U/WrFdpzyxKygBCtHVrQIeR4Qel5TWpgfFKPGDvB/XTQoMO1OP3JnFtfa2ib9Wq9IHT1mU1FTTd9po8+omC20eAi3T5+mut6L4oK8kGNNPB1xgYZfhGyU//ztEYHrb+i2jQGAK19bgKGGpIv6ONq8rzYo/poU5MY1Ipnu8nJzwg4eNfhSN9iRPb+xJGmjG/reBuMfQJ/RDAhurGkiZhd66inlYkI/NWjp5gPo36l50GM5InT9nNHfp63Cw+pGmsY0/5F6ba4/sSdO6dMuaF5+uEbUo+f3R4eyItOpGWPUxB366a7nPqus0/L4JKrqPPD5lfUvZcVKsg/td/o73RoWfW+5fnhbvyZFP6p4+N3TMPGzlYGDSJ3HF3ZPGleIEGd60TopSsPsOWNkTOijHfybFORiWDfzDbQ/veFovPOH4RFPYOPK1EVpTT9tV78eTtPg9WNfTQN+3VODrmFGvVJBO2moj9RJFGP9OapbK9x+emP2wrbNCgPv/eh5/fGsOtWtQ1kR/nZ+cKNB28Im1qQo+bk5eOWyIYHRiaIYGsdHdWuFz246BuOPDd3DsLQwFyu2HsCPvyoJM7TjZWlhXmDz+TqPDyu3VgX9L9KYTRE0SzaTyYwNWbP/9wmJMb5iZWxgdb19ashz9Fs2acLNAjJur6R1BgDAYe2bYdrNwQnWi/Jz0U3dCkjf4dG8OD9k1khvtYGojeLk5YiIJ+45OQJvXjkMT4wbEPK5qaLPc7B1X+YkDIlm4ca9qJgwJehcaffBelRMmIL/mawXO1DnQbOivMBMgetP6IGl950aV0ec1lCPNOJ35oAO6JbEMd6YDTZuKa5/qaZt+zOmX3AivGe++QVfLIst4V40bPiptPV7+oafceuBsWGmehhHPPT78wX56ivlYkI/1fPGE3sEv78QKMrPjTji5zf8kzJODYo3FXq4E5LT+7XH7NtPCpzs6zM6XnV0V7WBqpTTWN5+934BILjB8duhXXDZiApceXRjKvNqwwlEk/xcvHHlUOzRbd6+xGRKhnaA++2LcwOf5UoR4kzPuL5T39C7fGQF+ppM1THjC2n4hW8wvvOH4bjppJ6Buf4925rsQ6hisy976I+lZo2us/71HQbePx1SAgNMRohTRZuyODrC1LVY64+RdgJe7/WheXEBTuvbDrecfChev3JoyAiZ1nEWTzLME3u3xUu/H4KTerfBYRESG2gdb5GSH2h19JxnZ2Pp5v244lVleX3TImV0p97nx7It++H1y7B/jztO7x20X1W2dbZ5/Y1xuvah0yI8M04Jxlc4sYwYm7XxwjX8CvJy8N41jUlVWpQ0jvgN69oSh7QKPWnXTsaP7tm4TKMoPxc/3n1K0PO0bJ/aWrJYpv4f3bMc5xzRKSh7aSo1K8rHR9eNRIeyoqxaivDeQmV7je906zpXbFXW2Gtbb+hV1XnRrEl+oOFX6/GZdvBHoh1XT+0T4fgK83iMldkMorikuP6lmvY/QVuLDTROh9b230wWG34qbThbn+7Y2OPXpWUx3rxyWMhrjUHcsUWYBckff6xcTAghAu9zXK/QxCdN8nMj9qIYN3o0Vth49yB6+Nx+ER/XRgS1nrsx/dvjiC4t0Ly4INB4fnHWOtPXBk8bycW9Z/UJGl01jmyOP7YbjunZGqf2aYfmxfloWVKADbuUKRn6BqrW+P3x130AEDGJRCYbpWbfHNHdfDQtUpzpGUf8urdubITdc2afmDsLPIYT+UjTc4Z2bYk/nXxo4PazFw3G2+OPwmUjKgL3aSM+2fRP2O30a/yMswmklEFbHBxrSHyVShXlJVj38Ok4vV+EbUVirD9G2ubzWoZQIQRuOKknerRpGpIR+vjerVHRqhg3jzo05H0iObRtU7x82ZGBTpGnLhwYkmTs+UsG44M/jkCLCOvNtW1V8nIEXvm+cWp+M91Uzy9X7EBejsDwbubJE8Yf2x2Txw8PzC7551drQzogM5n2///203qnbrQPSDi+woll/b7+GVqjK9wScQAYUtHYoG9eXBD4jHDT/rRzk3bNQpOD/EM3RVabtaOf6pkOBnRujtm3n4Q7dCP4mU6bzq4fzNhXq5zfGrcmk1Kiqs6LpkV5gRHfmgQ2D+/Ztik2TBxjOktAL1r2WaM3rhyKruUluOHEHiFbkMUtxfUv1bRBlWZFeXj+ksEY2aOVabKwZLi24Wcc0dKmAOkXP3t9oVM9jjbJIKSN1n1y/dEAgrMgaWv14mH2R1ZG/MJXlqq6yA2/eJO7DOpiPv9fo528nXRYW9x0Uk9MGN0bgLLNw6zVu7B2R1XYqT/ReihPUheLaz0eWg9U1/ISLL77FAw+pAX2qqN/8zc07u3z9oJNQX/XbM3QdWRFC2yYOCZsIohYmf0T/+ymY/DRdfHFrHEEJ56pIWXF+RjWrRXuOuNwXD6yAt/ddgK+0Y2Yr4kjCyilL+14kZsjQhp++kRNFa2KLV+zkcxG8JF0aVWMSZcOxt9N1oIZEyC1bVqEGX8+IeHea+13WJCbgw+vG4m/ndc/8Fj7sqKox++RPcpxzhEd0b55ERarHWWAMuKXmyMwffl2fPbzVhzVrVXYDM6a+85StnZ4e8EmfKnboDnTaR1P4favTRfGmUkAcOf/fg66rf/3r81uinZOcJIu87Y2inyiSTZuADhGHekzZjUHgPMGd8I3tx6P5y8ZFJi+b+V0blJo54vPfNOYr0JbRmNs+NU0+ODzSzQrysfovu3QtbwEVx5tvmdnKtymni9Go3VqHdOzNb659XjcckqvkKnI2aq0KA+j+7bDf646KqZkOfFwx2/QhLFjUttM/e/TVgXu8/r9GNa1JX5YvweR5OflAPVAk4LQE5agno/HHlN+3nprxPczy9ZYmJ+Dugipmo3TI42VI1JyF71/XXRETI1E7WS/RXE+Lj2qcX1eRXkJ5qzbjVGPzwr7WuO2GEZPjBuIu89swCtqkhjjyE9JQS5WbqtCxYQpIa+t0v0eoqW2zlTRetNijTOzNX6RppCFY+zjTyTBUW6OwD1n9gm5/6fK/ejZ1popPmQf7eS0tDAvpLdXP8siLcaLYqw/Zk6JMsVJk2wCG20EsWlRPrq3LkX31qW486OlaPD6Y97svrQwL2QT5KL8nEAq9Q27a3BFDCd/+mUFqT5BcZLW8RvvbJmokogvM1onwPBurQJbhbw591c8eHbjrB39cpQOzYuwantV1Abtg+f0RYsvVmN4t1Y4pkc5zh/cCa3C7Kt700k9Me7IzmG3X+haXhLU2DvEZP9gSi2zuqjFijbQUV3vRZ97pgWWFzUtykd5aWFQ56sVzujfAU9/tQartx/Eb4d2wYqtB7B4076Q50XMkp+oFNe/VOvVrimWbj4Q1DGf6q2tXNvw08/fB8wP7n4JDO/eKmrDT3utvqf635cdGZL0AnNi2xPIdMQvLzfidg7GxpFxRDPWlLxn9I8tZbW+x1nPmM1Or03TQuyoqsegQyL3Rhfl56J9WZPAJsnG/UsibTC7XbcXY7RkOJno98MPCdlDK0SMcWbM6pmo0/q2wx+O64b/zP0VB+u9pntDxmvSpYMx/o2F1hz4yXZBDT/diN9rszcE3TYuaHdEjPUnGXtrkktQcNcZh+Pw9s0wUre/3kfXjcRXK7bHnIVP30B85w/D0b9TWUhCpZMN+wma0XfkpfvoWDy0c4SUTvMEUh5f2hrrQ1oVh+wRaea6E3rgm1U7o466tS9rEpTJNFyjD1D+7h3j2HMv1s4JSpxZTghtdoU260GbBvr012sBAM2a2Pd30RIODevaEucP7ojznguuF8f3ao0/xTkVPiY2HN+T8eLvhuC12RuDlt5oktljU8+1tc+4fs84rXNg5+ZYvGkf8nNz8OX/HRcxVbXW4NOPlJltUI7334+pbGb/aIrycyI2ZIzl22M4sUj1P2St177QcJJhbPg9el4/3Pa+Mu3k7T8MR/uyophPTPqr06CMvYNmwf/A2D6466NlOPmJxpHGaNtfZKJ2sayNiDHOwu0dGa/83Bzcftph+HDRZqXhl4IGpZZAgPs1ZocG9fhaUpgb1NC75+PGPf1e/v0QHG+yvtl2MdafeC25+xRUN3gx8bOVGDuwY1LvVdYkP2Q07rD2zeIasdd3TA4+JHQ/zg//OCKmtVjGTZk9Pj+m/rwVAzo1T3o6upO0/6kpH/FLcXydNaADlmzah1tP6YXJuqQdfr8MnODr2/NDKlri5d8PMV22QtnD7Jz1gDrVUxsIMJ5r2rFvoqZdsyJsO1CHswZ0COkI+/YvJwRts5FSFh3fU6V9WRNMOC14Kmx+roDHJ4P2v0yGa9f4GSvFlJ+3Bt3W9lzKzRHo0aY0YkYpbc2a2Vz7RJj9o4mW1VP7Pn8+tRf6dgw9AUh1w++hs/vhzAEdgrK6AUDr0uARGv2U004tmsS1J8ywbq3w6Q1H4/fDK8K+p8bshHFzFqVm1sSSwS1Wqe7J1mIw0b0s9bSpycaRecpMWgKgEpOpnppe7Zpm1YiRUVlxPjo0b4Knf3tEXKMjVtmrZmJ8+Jx+Qb93rcPtiCjrBDX6aasHaj3YV+PBTZMX49s1O1NYWvtpncHpHpNF+bl46Jx+aFFSgFcuGxK4/71FlVikbtdhnHx00mFtUzIzIxnlpQWWZvB1O7PkaLvVOh9uHMOYKMpKH/xxBN69ZjhycgRalRbiqQsHBh6zrNGXod69ZgQA4Jed1aiu96LO48OGKPsyRuL6Eb+mhXlB68I02hB4LL19t57SC9f9d1H01vjEicrPCRMiPs0suUFRfm7ELJVaJe/ToRmuO6EHXjBsQJ/qPdG6tCoO2ohTY5zCUVKYi/9cNQxVdd6Ekjb07Rj6j6HYZMSvVWnolMCbJi9Oumc93cTU8IsxzlLNG2j4JX9CodU740g8ZaYG3VTPxZv2QUoZsm6hVUn0Tclt4VD9sZuW4MGYkOODa0eEbNESq6o6b2C9eaz7gKYjr8+Pq19XtriIdX18zCyMrxN6tUGfDs2wbMsB/OW9nwAAGyaOwYptB1L+Wcma/9dR3KvVQmYjfjNXK50x2iCFz3AMNiZ9sVKH5k2C1oSOHdgRI3uUR95jNRUy8Pg+sHPzwPVv1+zCzNU78Na8TVhy9ylRk2+Zce2In3aSGq2x1iWGnocx/dtjw8Qx0bMNLV6sXKIw62Esys/B0s0HQiqzlBJzftmtm5ai/El/P6ICt43ujVcuG4JxQzrb1pPTuUXw76u4IA8je5RH3jcrThcM6Rxyn1syPRXG0niOMc40qUqfr6VyL0rBVE9tNPKWd5dguy7TLmUmbcRvy75aVNV58ersDYF045pkE56kTJz1J1P93ymH4olxA3CMYcpfXm5O3J03n96gZLTeU90QyOZcksHH5A27awJbjJglW0uKhfElhMBFw7oE3be/1oMPFikbdn/4xxGWfG4i2OhLrRmrdgRlwTYb8dPyJeypaYDfL0Nm1Jjt0Win8tJC62dDZOjx/Y7TlemfG3ZXY56ad2TD7sRG/TL3yJwkrVch2gjKAF1LO2mTJ0d8WEDJameW3OXrlTsAAP/+fj2uOqZxs/NPf9qKG976EeccoYxsaf+jivJzce3x3QEoG//apaK8BHNuPxHXvrkIizfti3sD0Fi0KClAbo4INHbbREgok22GVMQw/SpKnOktv//UlKXP1/7RpOL98nWdHz+s34OzBsSWdIjSk7bmeMs+pRH//drdKe0MSqk46k8mKy7IwzlHdErJe/XtWIaTerfB/xZvxmnq3zWTR/z0na8pX+NncXwZG+1bdEseYp2+S5nnsn/PB6CM8AKAL8IyiSk/bUXvtk2DjsEjurdK+2nNKZGhx/fxx3bHv7/fgBVbD6BlSQF+2VmNyr21CbVRXDvid+6z3wMIXed0z5mHB91uUWyeVbB3hDV/yTJbe6Uldvl1T03Q/dpoyLIt+5XXprp3MgHty5rgiXED8dfTD0toe4BYLLrr5MD1168cCgBBG3uOOqxtWqyjSbVuJpmeklFckJeyht/D5/ZFu2ZFaBLHOs5w9HXA+A+stsGHD3+sDMlcS+nr399vANA4xWjtjips3tt4Qtq9deYmASHFyB7lqKrzolJtaDQttG/aWKrpExBl2smwcY31DnWU571rhjtRHHKI2Yif3vQV24OmdJ/JztW017llMbbqMtdXN5jvlR2N860Eh2w/oBwMjQfJy0cGZ0ozGxFc/eBpgaktcXngAeUShVkPo3bf63M2Bt2vTXHUUuNavPdxzLqWl+DqY7tZ9k9TP5KoZaf808mHYsGdo/DVLcehQ/MibN5XizP++W1Gb+SeUOMmxjhLtXOO6IS5d5yUkg2yI62r+dPbi/Gnt5cEpjtQetPHsHYysmF3DX73yrzA/a9ePtT2coXlUP3JdFpGZy3pQCaP+On3gE35Gj+L48t4TqN1DmvbI5E7RMpEDygzc/Rr6O1c3+eoDD6+F+XnYt76PZi/QUnaZNy/O1Zp0kxwTjxZJjUFeTmJZURctUq5hKHt22E2AmM2ilLb4MNL364Lui+Wzdezgb5BqV8bVF5aiO6tSwMN4qWbD2D6iu22ly9Voh28TUWJs0wQbnqVzy/x+bJtAIA6qxeBU0rok7i8cOngwHX9Vh36LQEclwX1xwnl6j5v2roTK6b520U/4pfyWTQWx5cxwdoOreHXzD1LIih6YrQ83XIZAOjbwSUZVjP4+G7s1El0u6vMPTKnSKTU85E2I0/Im29GfPg/Vw/D0s37TUfJurUpxZJN+wAAQx/6Eicd1gatSgqxzpDSNR2metrNbJNv/T9ub4q22XCCMfNhTKLEWSbQx/EdHyzFOUd0Qk2DFz/+ui9w/+a9tZi3fg/6dypLqAOH7KFN77x8ZAVO7dMO/7tuJM5+5vvA4/eeeXhKtylJWhbUHydo/y/X7cz8hl99UMMvxZ2pFseXMSFd5d5aNCvK4zHSZbQ9+zQXHtk5aJ/HHzftw+0fKHssv3r5kejSyiVbKGTw8d04A+yg1SN+QogmQoheCX1KGot0MEzVBtexatO0KGwilpd/PwStSgrQsXkT7Kiqx1vzNgVNR9G4sN1nmoFOvxYyVfsrxiLV9STcnmfZTp/gqFbdv/LWd5fg4pd+CNx/x4c/44IX5uCWd5fYXr5sY+XxXet57qRm/B3YuTlGdG8VePwo3XXKXFqG7JXbqlBckJuS7L6RWBmz+v+tmbYJfQfD2vblWw+gVSlH+9KBXefRHp8fVfVeDK1o3Gd5UJcWuH9sn8DtBq8fy7cq23y4ccAgE1XXB5/z11jZ8BNCnAlgMYDP1dsDhRAfJ/SJaSbSiF/K5/bffbdySUB5aSFO6dMuaFPyXJPKygqs8Ot6Rhps2gvOinqib7SO7BHjCXIScZYuzFJ9L9m03/S5U37aanVxsprVx3ePmpxH35jXrydxeiPpEFlQf5xQWpiHVursi3ZlRZam67c6ZuvVZGpPjBsQ0pBKmsXxZZwx9FPlfqxPYrNnSg07z6O10b7D2uuSEArgd8MrTJ+faQmMkpLBx3djMpfqBKd6xtpKuBfAUAD7AEBKuRhARUKfmGYiNvxSXRk2bVIuCZrzy66g2zNW7Qh5Trokd3HaVUc3Jul54NPl+HL59oSHxeNwL1JcTxIarUwyztLRpj01EesqJeVeWHh812JYv3a5WVFjwy+tpnkCWVl/7NJZnWbYzvo1m/fCwpjVZowM6NQ8VW/ZiPHlVvfCpvPofWrD74guLTC8m9JhHGnNX8oHOdJZBtc/YzKXRJO7xDoJ3yul3J8tG276dQtaI6WyT1Wa+4B//zuplxvzfGgbzOqZjQJms/6dzBckj+gRvCnxVa8vANC4x41FUl5PPN7GP3rMCT6TjLN0dMzfvom4hUqdx8c1LImz9PiunXDoO9KaF+tH/NLsmJWF9ccuPdqUYvGmfYFpnxayNGYf+WwlAKDQimMK48utbDuP/nypkgCtrDgfPdqUYs663YEOuP87+VA8Pn110PPdkhQQQEbXP22q56jD2qJyb43lI35LhRAXAcgVQvQUQvwTwOyEPjENeHT7gkWK93TrBYllzUSuiyrwz/eegnfTa2+ilNeTpVvMpze6kVlHh6bOk9gBkABYfHw3G/E7pU/jxsFpN+JHCdNG+nq2sW6fW5Ut5yRp1ylBmcy28+i/T1OyVjZvkh84j9WOwzee1BN9Owbvr5zy2W1kCW2JxD8uGICWJQWWb+dwA4A+AOoB/BfAfgA3J/SJaUCfKVHf0/Hx9SMBAMf3ag0AuPWUFK/Bvf125ZKgWDI8umnAr2lRfsT1QZPHH2VjaQCkuJ7MWr0Tf/zPosDtpZtjbAQmGWfp4vzBnXDb6N4xPdetSXBSxNLju3bc0jf8uuoSZqTdyXWW1B8nXD6yApcc1QWXHNXF6o+y5ZzEkthkfLmV7efRZU3yA7Oi9MdcYy4IV63xy+D69/JlQzDx3H4oa5KPksI866Z6CiFyAXwspRwF4K/xvLkQYjSApwDkAnhJSjnR8PjFAG5Tbx4EcK2Uckksr02GR5eqWR/w/dX5/JZtJrx7d1IvH9SlRdRF2ons952tjurWCveeeThmrdmFr1eGrodMpWTqSTi/7DwYdPtAXYyVPMk4SxeP/WYAACX72BNfro743Op6H77btgtH9yyP+DwKZkXcGmk9zfoZFMW6vTftzp4cVZbUHye0Ki3Eg2f3s/QzrI5Zfcp0SxIPORBf76XXzBjXsTJmt+2vw0NTVwRu63M/lDXJx9kDO+Lw9mXopVsqYZwYlm6z2yyVwcf3Ti2KceFQpVOtpCAXK7dVwe+XyImz4R614Sel9AkhaoQQZVLKmOedqYH+DICTAVQCmC+E+FhKuVz3tPUAjpNS7hVCnAZgEoBhMb42YfqEGa3tTHM8aVJSL3/onL64fGQFzn9+Nuo85iMcfrb8glw2sisuGnYIDr3zM0s/J9F6Yokk4yzd6BsJRl3LS7B+VzVOeGwGAOC6E7rjz6f2xm3v/YQTD2uDU3VTCimUHXHrVRcn6xt4+pGUtFs7nmX1J9tYHbO+oBwAFsSmjfG1/P5TsW5nNfp2dMnm3GnKypid+NkKfLJkS+D23poGHNq2FFv21QW28ehlWB+v3w8XcNkavyw5vjdTp30urtyHQV1axPXaWLta6wD8LIR4WQjxtHaJ8pqhANZKKddJKRsATAYwVv8EKeVsKeVe9eZcAJ1ifW0ytGlhTQvzcM6gjql6W8sV5eeib8cyDD4k/B+5JIM3zbVKQV4ObjqpJ4Dgf+oWSKSeUBRNdA2/4oJcPHfxoMDta4/vHvTcZ775BfM37MHbCzbhD28stK2MGc7SuDUb8Uu7xh5lGsti1qv7H5Gpcfr1Lcdh2s3Horggj42+9GFJzBoT+uXm5CAvJwdHdWsZ5hWhbMh4Til2pZq5/uEpK6I8M1SsrYQp6iUeHQHoc6ZWAhgW4flXAtCGZWJ+rRBiPIDxANClS2zrCrQ1Jw+e0xdNi2xsKN16q/LzsceSeptHzumPMf/8FlWGqX9/Gd0L5dyo1VRJodJ4qPX4UGpd4zimepJIzMYlRXGWLvQjfhcM6YzT+rUP3G6u2w9O85vn59hSriwSNW6TidlAwy9TFiBnWf3JUpbFrOXrhW2Ir26tSy17b0qYJTFrHJXOyxHw+v1xHW87tUjxXpXpLEuO751aFOPIihYoa1IQ92tjOgOWUr4mhCgAcKh61yoppSfKy8y6ykyHW4QQJ0Bp+B0d72ullJOgTBHFkCFDYhrO0WeZy7fzZKS2NvpzYtClVTH+fdmRON9wgntY+2ZhXkHFBUqoT1++Decc0SnKsxMTaz2JNWYTnrWbojhLF/qGnzYlpUebUqzdcTBquvX9NR6UFYc2DqlRLHGbyHFWU6umnC7Iy5DRkyyrP9nIypiNtN9ZSjC+XMmKmPX6/Jg8P3hPujqPD6u3H0T3GBr/N4/qiZtHHRr1eVklS+pfbo7Au9eMSOi1MTX8hBDHA3gNwAYojbLOQojfSylnRXhZJYDOutudAGwxPkkI0R/ASwBOk1Lujue1iWrwNjb84l0UmZRnnknZW5lN6ezU3EW9NnHSRvz+9PYSyxp+CdaTsBI+/UhhnKUD/f58WnV975rh2FFVj90HGyK+dl9tAxt+UaQ6bo2ufE3ZQzNjRvyyrP5kIytj1mv1iB/jy5WsiNnpy7eH3Pd/7ywBAHym7uUXiesafQDrH2Kf6vkPAKdIKVcBgBDiUABvARgc4TXzAfQUQnQFsBnAhQAu0j9BCNEFwAcALpVSro7ntcloHPHLkB5oE01MRjo6tyx2oCSZoUl+Y6h7fP6g1PIplEg9idllIypS8TYZJ6jhp7b8mhcXoHlxARbW7Yn4Wq5diImlcatxVeY4spplMeuxdh04uVfKYzbRgYsXfzcE2/Znx8gXxS/Whl++FqwAIKVcLYSI2I0upfQKIa4HMA3KlgyvSCmXCSGuUR9/HsDdAFoBeFZdRO2VUg4J99p4v1w42ho/29OI33yz8vPJJ5N+q0NaBTfyHji7b9AJMgXTZ3LdV+NB66aWrIWMu57EQxu1jCqFcZYO9H87Y66F5sWR57cfjHULDHezNG41abdtQzhZVn+ylGUxq01NfvyCAal4u1CML7dKecwmmq/g5MPbJvOxmY31L+aG3wIhxMsA3lBvXwwgaso8KeVUAFMN9z2vu34VgKtifW2qBEb80m3j4DgYs41detQhDpUkM2h9uJeNqLCq0QckWE/CmTzv18D1oRUtMf7Y7hGenb30iQpGdg/ep69761IM6FSGK4/phvcWVmLW6p1Bj1c3sOEXg5TGbTjGTYLfvWZ40J6qRHGwLGYnvP9TKt6GyCjlMeuqjdcpZWJt+F0L4DoAN0KZmzwLwLNWFcpqDbrkLrZycQ+D007v2w6/nnIoLh/Z1cqPSVk9eeDT5Vizo3ED90fP748ykwyWprIszjo2b4INE8egpsEbSNKj99H1Sk6oswZ0QMWE4KRpxsy3ZMqW43utxxd0+8iK2NON2yrL6k+WsixmF2xUdpjaVxMtf12CGF9ulfKYtXh7quzE+hdzwy8PwFNSyseBwObsGbtvgMeb+Wv8KD55uTm4/sSeln8MUlRPXv5ufdDtzm5KtxyGWaMvnENaFWPj7hrc+/EyDOrSgutfI7Pl+N6rbdPoTyKKjeUxu7u6PpVvR5TymPWy4UcJiHXI6ysA+jPPJgC+TH1x7DFe3djZ9jUn112nXChbWVZP8uKJVcYZupWXAAD21nhwzN++cbg0ac/S43vTwjxcPrIivhh2EutPJrAkZrfsa0x4cdaAjsm+nTnGl1ulPGZ9fk6VjxvrX8wNvyIpZWDemXo9I7vQpW5zNNunejZpolxS7IVLU5p8jxKXHvXEojjLJNzTMi6Wxe3W/bWoqvdmTmIXgPUnM1gSs5V7Gxt+vdpZNELN+HKrlMescc/Jfh3LAtf5PzAM1r+Yp3pWCyEGSSkXAYAQYgiAjMwFW69LJmB7cpfHHrPkbU/t086S96W4WVJPbjopzimqFsVZJrl51KF4dsYvThcjU1h2fD9WHW0tyKREWqw/mcCSmN1RVZd0waJifLlVymPWuMava3kJft68HwDw78uOTOatsxfrX8wNv5sBvCuE2AIlQWIHAOOsKpSV9MketDV+T4wbYLovXro7o397fPrTVqeLQY1uRorryZ1jDsNVx3RLQdHcJaMaGs67GRYd37Wtc2yfXUHZ7mZYELPGERSiFLoZKY5Z4xo//f+95sUp35GHskTE/8ZCiCOFEO2klPMB9AbwNgAvgM8BrI/02nSl39C5WZFSMc45ohNG921v/YePH69cUuSpC4/AygdGp+z9KDFW1hP91KOYpTjOMtUJvVoHrm/cXe1gSdKTncf3jEo7zvqTtqyOWf2eoZZhfLmKlTHrjbDGLy+Tjrl2Yv2LusbvBQAN6vXhAO4A8AyAvQAmWVguy5zw2AwAwINObHjeqpVySZHcHMFN29ODZfXk86Xb4n9RiuMsk8y49Xh8+McRAIDHftO4AfNxf5/hUInSmm3Hd38mZZ9zcf3JAJbGrDZ17hN1ixhLML7cxrKYNY5Q+3U5LDKqs81OrH9Rp3rmSin3qNfHAZgkpXwfwPtCiMWWlswCXl1vnmULtyN55BH7P5PsYFk9SejY7eI4qygvQQWUjJ6tSgtx5dFdA1tj7KyqR+umGbsLjRVsO757Mqnh5+L6kwEsjVlt6lzbMguPE4wvt7EsZkP28dPdFIINP1Osf1FH/HKFEFrj8CQAX+sei31TrTRRo9tAuFVJgYMloSxjWT3hwTs5izftC1yfNIvJXgxsO77bMoWO3MDSmNU6h/NyuCaVUsaymDWu8dOP+BGFEy3o3gIwUwixC0r2oW8BQAjRA8B+i8uWcjX1+oafAz3/l1+u/Pz3v+3/bLJSSuvJgTpP4HpC7T7GWcDCjXsD1zftychExFay9Piun97p8WZQw4/1J51ZGrPaibSl0+QYX25jWcwaR/wyaWKFY1j/Ijf8pJQPCSG+AtAewBeycRO8HAA3WF24VKtp0CV2aeLAgGXnzvZ/Jlku1fWk3tN4kvzX0w+Lv0CMs4Dy0gLsOqgsr6hu8OLFWevw0NQVWP/I6a4fTbX6+N6gG+Uz9kynNdaftGV1zGon0lrGb0swvlzFypjVjqun9W2Hz5ZuQ7uyoqTK6gqsf9GHmaWUc03uW21NcaxV09A44ufISd/999v/mWSLVNYTfW/zUd0SWITMOAsozGtMfvTtml2Y/ctuAMqxoKQw42arp5yVx3f9nqkZNdWT9SetWRmz05YpybQsHfFjfLmOVTHrU7N6PvabARjdtx1G922HC4Z0wi87mcU6LNa/qGv8ssr+WmUK3T9/e4TDJSEKL1fXKVFaxMZJMvp0aBZ0u7hAaQjuq/WYPZ1SqN7b2NF23Qk9HCwJUWwW/boPAJDPNX6UAbR9UvNyBcYO7IjCvFz0aNMUp/Zp53DJKJ256ui2cXcNAOCILs2dKcAllygXogikLjVXQhtfM84Cnhg3EO9fOyJwO0dtVNfqpn2TNRrUEb+/nd8fHZo3cbg0cWD9caW91Q2B6zlWjvgxvihFtKnJTEYUB9a/zMvMmYxtB+oAAO3LHDoJ6dXLmc+ljJJ0Yi7GWUBJYR4GH9IicFtLOKKf9k3W0KZ6FuZl2EkJ648rnfrkLHs+iPFFKaKt8eOWfXFg/XNXw8/j86MgN8e5jS3vusuZz6WMknRKZsZZWD7Jhp9dGjK14cf640o7qurt+SDGF6WIz+9HXo5wfaKyuLD+uWuqp8frtzZbF1EKZFD+w4xxvbrGTGvw1bLhZzltxK8g0xp+REQZwOuXzg1kUMZy1X9kr18i38mTkAsvVC5EEWgDflcd3TWxN2CchehaXhJ0u9bDhp/VGkf8cqM8M82w/pCVGF+UIj6fRB4bfvFh/XPXVM8Gn9/ZRbADBzr32ZQxtOQuhxgaKzFjnIVoWVIQdJtTPa2nZfXMuKmerD9kJcYXpYjXL5GXSAI4N2P9c1fDz+P1o8DJqZ4TJjj32ZQ51BG/hCOVcRbCmFWSWT2t0aBOpxdCBEb8Mm6qJ+uP63y5fLt9H8b4ohTxqmv8KA6sf+6a6unx+Z2d6kkUA22NH9drp05Zk/yg23d9tAzH/u0bh0qTnarrvTj0zs/w1FdrAOizembYVE9ynce+WBW43jGTth4hV/NxjR8lwNJWkBBitBBilRBirRAipJkthOgthJgjhKgXQtxqeGyDEOJnIcRiIcSCVJTH45eJ7YuWKuedp1yIIpCBEb8ED+iMsxDtyopC7vt1T40DJcle+2o9AIAnv1yD7QfqMnfEj/XHdfJ0M4GGdW1p7YcxvihFvFzjFz/WP+umegohcgE8A+BkAJUA5gshPpZSLtc9bQ+AGwGcHeZtTpBS7kpVmTxeh4fFhw937rMpY2hr/BIe8WOcmZpwWm9M/Gyl08XIWlK3DcnrczagS8tiABm4xo/1x3X0o9KWZ1VmfFGK+PwSucxUHx/WP0vX+A0FsFZKuQ4AhBCTAYwFEGj4SSl3ANghhBhjYTkCPD6/s73Pt94a/TnkejLZNX6MM1MFXARvKf32kw1ef+Zu58D64zr6zgmZ7D6q0TC+KEW8fulswsJMxPpn6VTPjgA26W5XqvfFSgL4QgixUAgxPtyThBDjhRALhBALdu7cGfENPT6Hp3oSIXrMco2fNcwaID6/xNodVfhh3W4HSpQ5YjnO+vyNJ8wenwxkTi0u4Bo/sl885wb6YwP3USWnxHc+68c3K3dwqifFzcpWkFk0xnNMHSmlHATgNADXCSGONXuSlHKSlHKIlHJI69atI76hx+fwBu5nnaVcyNWixazW45zwGj/Gmak6k737Pl+6DaMen4Vxk+Zi2MNf4kCdx4GSpb9YjrMenz9wvd7rR63a8CvKtOQurD9ZIZ5zg1w7e9kYXxRGPDH7t89XoqreizU7DtpUuizB+mfpVM9KAJ11tzsB2BLri6WUW9SfO4QQH0KZOjormQJ5fH6UFDq4g8VJJzn32ZQxAjONEj0XYZyZ0o9Iabburw1c336gHgPu+wLrH7Fl5nnWadA1/Dw+P2o9PjTJz0VOpvVIs/64jj52rZ7pyfiiVPhh/R6ni5CZWP8sbfjNB9BTCNEVwGYAFwK4KJYXCiFKAORIKavU66cAuD+ZwsxbvweLft2HE3u3SeZtknPTTc59NmWcnER7oRlnpsw2bX9wyoqg25af9GUxr08/1dOPmgYvmmTiNE/WH9fx+Pzo2aYU+2s9+MNx3az9MMYXpcC+Gs5OSQjrn3VTPaWUXgDXA5gGYAWAd6SUy4QQ1wghrgEAIUQ7IUQlgP8DcKcQolII0QxAWwDfCSGWAJgHYIqU8vNkynPBC3MAwNmpnkQx8AemelIqnXSY0ukz6jAHO3+ymH6q59b9dVi+5QCa5Gdgw49cx+OTaNusCPP+Ogp9OpQ5XRyiqLh/HyXK0nmPUsqpAKYa7nted30blCmgRgcADLCiTI4mdzntNOXnZ585VwZKe4Gsnoke1xlnpvp3ao4NE8dgT3UDnv5qDRZv2ofFm/aFPK9iwhSMP7Ybxh/bDeWlhfYXNEN5dCN+89RpSD3blDpVnMSx/riOx+dHsyKbloEwvigFOIiRINY/axt+6cjRlO5nnuncZ1PGSDqrJ+MsopYlBbj3rD6Bxp+ZSbPW4Yf1e/DRdSPtLVwG04/4aTIyoyfrj+s0eP32dQozvigFuI1Dglj/3Nfwy3Oyl+SPf3TusyljJJ3Vk3EWk/cXVUZ8fNOeGptKkh3MGn55mbh9DuuP6zT4/Mi3a79JxhelQGG+Eq9HdWvpcEkyDOufpds5pCXu40fpjvv42SPaNM491Q3YfbDeptJkPv1Uz8b7QhuDROmkqs6Dyr21aNOU07opc+Tn5CA/V+CVy450uiiUYVzXCnK04TdqlHIhiiDpzJKMs5g8el6/oNs9TNajVe6tDbmPzF3z5sKQ+zKyo431x1V2VtWjwetH/042JXVhfFGSdhyow7wNe9C8uADFBa6buJcc1j/3TfUssGs6h5lx45z7bMog6lTPRIf8GGcxaV/WJOi2WXKHBo5YJaV9WZHTRYgf64+raFmUc+1aM8X4oiTNXL0TgNJpQXFi/XNfw2/j7mrnPvzqq537bMoYgayeib4B4ywmxsQjzZrkhzzn5smLMaZ/e9xx+mF2FSurXHF0V6eLED/WH1fR+nZy7Zpbz/iiJHGULwmsf+6b6jlt2Xani0AUEdf42UMIgd8PPyRwu23T0NGpzftqMWnWOjuLlTV6tinFoC4tnC4GUUQ+vzbi53BBiGJUXJiB2ZIpbbjiUCd1i6bGDensXEGOP165EEXQOOKXYMuPcRaz+8b2xdiBHQAAFeUlDpcmu2RsYhfWH1fRpnomPLU+XowvSlIheykSx/rnjqmeWo8eADxwdl/nCnLZZc59NmUMGVjjl+AbMM7i8uDZfTHqsLYY0689Hv18pdPFyRpmWT4zAuuPqwTW+NnV8GN8UZJ8SWeAczHWP3c0/Ly6hp+jyV0YcBSDpNf4Mc7i0rQoH2cO6BDxOac/9S0O79AMxQW5uH+sg51HGcTrz9ARP9YfV2mc6smGH2UG7Zz2uYsHOVySDMT6546pnlpmvjvHOJygweNRLkQRBBp+ifZAM85SbvnWA3hvYSVen7MRfj97W820KikIup2xI36sP66ijfjl2NXwY3xRkrT/QR1bNInyTArB+ueOhp9XPQFxfE+pk09WLkQRNK45SfANGGdJu+XkQ/H8JYNNH9vJTd1N+Q3Tj36nS5yTUVh/XMX2rJ6ML0qCzy9x9esLANg4Sp1NWP9cMtVTPbLn5TpcSa66ytnPp4yScLQyzpJ2/Yk9wo64Dnv4K8yecCI6NGdvq55+IHTdw6dnblZa1h9X0aZ62rWNH+OLkrHtQF3gWMuGXwJY/9zR8NOmeubbdmQP45JLnP18yghJT/VknCVsw8QxQbdvG93bNOHLiIlfhzzX7fQjfrZNm7MC64+r2J7chfFFSdDHaV4mH2edwvrnjoZfYKpnnsOVpKZG+Vlc7Gw5KK0Fsnom+gaMs5SRyNB1ak6QwAVDOuEvo3s7XZLksP64iu3JXRhflAT9Njm5Tg9mZCLWP5es8VOzy+U5XUlOP125EEXQOOKX4BswzlImUtbs79bssq8gGcAvJZoV5aO8tNDpoiSH9cdVfHYnd2F8URIa9A2/jJ1P7yDWP3eM+DV4teQuDleSa6919vMpI2htjYSP6YwzWyyp3Ieje5Y7XYy04ZdJxGw6Yf1xFS1Dom0n0YwvSkLQiJ/T57SZiPXPHQ0/bcTP8aye48Y5+/mUEaSW1TPRyZ6MM1vsPtjgdBHSil9K5GRDy4/1x1Vsn+rJ+KIkeLyN01C4xi8BrH/umOrpCWT1dPjr7t+vXIgiCBzWEz2mM85SRkaY6zlj1Q4bS5L+JJJISJROWH9cJbCPn12xy/iiJARN9WTDL36sf25p+KXJVM+xY5ULUQSBNX6JvgHjLGW0tNkn9W6D9Y+cjvvH9gk8tm5XtUOlSk9SSmTFeQjrj6sE9vGzK3gZX5QED9f4JYf1zyVTPdNlA/cbb3T28ylDaBu4J3hQZ5ylTL3XBwAY3r0VhBC4eNghuPujZYHH+90zDVNvOgadW7o3Q5gma9b4sf64ipbcxbbTA8YXJYFr/JLE+ueOht+6XQcBpMF86HPPdfbzKSMkPeLHOEuZ8cd0R1WdFxcPOwRA6KhAVb0Xx/ztG+7pB23ELwtORFh/XCWwptqu2GV8URIavI0NP8fPaTMR6587Gn5aD73jI3671PTv5cwESOElndWTcZYyZcX5uH9sX6eLkRGUEb8sOBFh/XGVhRv3ArBx2hzji5KgH/HLio42u7H+WbvGTwgxWgixSgixVggxweTx3kKIOUKIeiHErfG8NhGON/zOP1+5EEWgjfglfFBnnNnqGG7pEBg1yYoOaNYfV3l9zkYANq7xY3xREhp8jQnHmNwlAax/1o34CSFyATwD4GQAlQDmCyE+llIu1z1tD4AbAZydwGvj5nhyl1tucfbzKSP4A9s5JIhxZqnBh7QIjBIAwJZ9tfD7pX0bQKchf2B6chb8Dlh/XMm2+sv4oiT41O3J/nBcN+cHMzIR65+lUz2HAlgrpVwHAEKIyQDGAgg03qSUOwDsEEIYF8hEfW0iHK8kZ57p7OdTRgjsIJDoeQjjzFLvXzsC5z77PRb9ug8A8MvOakz6dh2uOa67swVzUFaN+LH+uJJtUz0ZX5QE7fzgoqFdnC1IpmL9s3SqZ0cAm3S3K9X7UvpaIcR4IcQCIcSCnTt3RnzTPKdH/LZtUy7katFiVmpZPRNt+THOLPeviwYF3f52TeRjT6aLFrPaiF9WjHqy/mSFeM4NgMaZFpZjfFEYscSsP9mlIG7H+mdpw88sKmM9ssb8WinlJCnlECnlkNatW0d8U8dH/C68ULmQq0WNWW3aXKLHdcaZ5UqLgidLbNxd41BJ7BEtZgPTk7PhXIT1JyvEcm4w5MHpgetF+bn2FIzxRWHEErNZdax1AuufpVM9KwF01t3uBGCLDa8NKz/H4YbfhJTkqKEsl+xMT8aZ9Yrygk8S/X6bRgvSlMymNX6sP66x62ADAKCkIBctSwrs+VDGFyWhcVp9FhxrncD6Z2nDbz6AnkKIrgA2A7gQwEU2vDYsx6d6jh7t7OdTRgicRCd6YGecWc6YKGpYt1YOlSQ9aNOTs2GmJ+uP+/xldG/7PozxRUngVM8ksf5Z1/CTUnqFENcDmAYgF8ArUsplQohr1MefF0K0A7AAQDMAfiHEzQAOl1IeMHttsmVyfKrnJnXZYufOkZ9HrhZY45focZ1xZjljo7x9WREAYOnm/WhZUoAOzZsEHvt4yRYc3r4p9tZ40KF5E3TUPZYtsupkhPXHdUZ0t7HjhvFFSfBnUyItJ7D+WbuBu5RyKoCphvue113fBmUaZ0yvTZbj2zlceqnyc8YMR4tB6a1x2lyCGGe2KinIRZ1HSbF9xj+/gxDA+keURMV7qhtw41s/om2zQmw/UA8A+PCPI3BElxaOldcKWbXuhPXHdWxb3wcwvigp/qTXgrgc65+1Db90k/DUuVS5805nP58yQuC4nmi4Ms5s8dUtx8Hnl/jtpLmo8/oC90sJvPr9enRuWYwrX1sAAIFGHwCc8+xsrHxgtL0nmxaTSrvX+WNsKrD+uE6TAhvrIuOLksA1fkli/XNXw89xo0Y5XQLKADLZjfwYZ7bo3roUANC6aSG27a/D3R8tDTx27yeRtxztfdfn2DDRuH1p5sqqNX6sP67TxM5OGMYXJUFm07R6J7D+seFnq3XrlJ/dujlbDkprSY/4Mc5s1aZZEdbvqsbXK3fE9bqaBi+KC7LjEJxVa/xYf1zH1tF3xhclgWv8ksT6l/0Nv7RKs37FFcpPF88tphgkexLNOLNVaWEu1u+qjvt1uw82oLhldhyCs+pkhPXHdXLtDFzGFyXhPnU2SVZMq3cC61/2N/x86gnJjSf1dLgkAO67z+kSUAYIJMpI9A0YZ7aqqvMm9Lr9tR5kS14xf+MeJM4WJBVYf1ylRXG+vR/I+KIUyIpONiew/rmg4aeO+BXlO7yVAwAcd5zTJaAMkPQ5NOPMVkd1a4Vv1+yK+3X7az0WlMYhgVFqZ4uREqw/rtGypABj+rW390MZX5QCWTGt3gmsf+5p+OWmQyVZtUr52auXs+WgtNaY2iXBmGWc2SovSmunXbMivHftcByo9eJgvRcXvDAHALBsy36M7FFuRxEtl1Vr/Fh/XMPnl/Z3VjC+KAWy4ljrBNa/7G/4ffjjZgDAzqr6KM+0wR/+oPx08dxiik4muyca48xWebmRZxPk5gh0alEMtAD2VjcE7n946kqMP7a71cWzRVat8WP9cQ2/XyLH7qBlfFEKsN2XINa/7G/4TZqlZPDZtLfG4ZIAePhhp0tAGSDpdESMM1tp543H9CwPTPns3a4pVm6rAgA8e/GgwHNblBRg4Z2jMPjBL20vp5Ua16VmwdkI649r+KW0fzYQ44tSgA2/BLH+ZX/D70Cdso6mzuN3uCQARoxwugSUAZJe48c4s9VXK5RtHL5dswvvXTMc5z8/Bzec2BP9O5Whcm8tBnRuHvT8VqWFges7qurQpmmRncW1RDbldmH9cQ+fdGDEj/FFKcCpngli/UMaZDyx1muXDwUA5EeZjmWLpUuVC1FE2rS5BA/sjDNbaX+mViUFGFLREhsmjsGY/u3RuWUxhndvFfG1r3y3wfoC2iCrNhVm/XENv9+BmGV8UQpkxbHWCax/2T/i179TGe4583Cc0b+D00UBrr9e+eniucUUnT/Z0RPGma1uOaUXfvx1H77407Exv6Zj8ybYvK+2cRsEAB6fPz06qBIQWOOXmcUPxvrjGn4pYXuVY3xRCmTFemonsP5lf8NPCIHLR3Z1uhiKv//d6RJQBkh69IRxZquBnZtj6X2nxvWaly8bgtFPfouebUoBADNX78TvX5mHT64/Gv06lVlRTEtl1Ro/1h/X8Elp/8gJ44tSgBu4J4j1L/sbfmnlyCOdLgFlgKQ3cGecpb1ydZ1fnccHAJi+fBsAYM66XRnZ8AtsQZIN5yKsP64gpYSUDkyZY3wROYf1L/vX+KWVxYuVC1EEjSfRCZ6QMM7SXpP8XADAG3M3AgDenPsrAKCmwedYmZIhZZLrUtMJ648rOLb3JOOLyDmsfxzxs9XNNys/XTy3mKJLeh8/xlna0xp+q7cfDLr/191psO1MArJqA3fWH1fwqUFr+xo/xheRc1j/2PCz1ZNPOl0CygBJr/FjnKU9fQr53QfrA9c37snUhl+SnRXphPXHFRoTEtkctIwvIuew/rHhZ6uBA50uAWWApNf4Mc4yytSftwauV9d7HSxJ4ho7K5wtR0qw/riC36npyYwvIuew/nGNn63mz1cuRBEkPeLHOMsod320DMUFytTPpkWZ2RfXOOKXBS0/1h9X0KYn59ods4wvIuew/nHEz1Z//rPy08Vziym6pKfNMc4ywuTxR+HCSXMBNCZ1mb9hLz5avBljB3Z0smhxy6oN3Fl/XEFb42d7yDK+iJzD+seGn63+9S+nS0AZQEZ/SmSMs4zQrCjf9P6bJi9Gnw7NAAA92jS1s0gJS3p6cjph/XEFfyC5i81Ry/gicg7rHxt+turb1+kSUCbQRk8SPSFhnGWESNM6Rz0+CwCwYeIYu4qTlMCIXzYsHmD9cQWts8L2hh/ji8g5rH/WrvETQowWQqwSQqwVQkwweVwIIZ5WH/9JCDFI99gGIcTPQojFQogFVpbTNrNnKxeiCJIePWGcZYRmTcxH/DJRVq3xY/1xBZ9TMcv4InIO6591I35CiFwAzwA4GUAlgPlCiI+llMt1TzsNQE/1MgzAc+pPzQlSyl1WldF2d9yh/HTx3GKKTpvqmfB6KcZZRtD28ssGWbWPH+uPK0gJ5OcK5Nk94sf4InIO65+lUz2HAlgrpVwHAEKIyQDGAtA3/MYCeF0qO1bPFUI0F0K0l1JuDX27LPDCC06XgDJA0sldGGcZIT83CxpJKplNa/xYf1yhbbMirHnodPs/mPFF5BzWP0sbfh0BbNLdrkTwaF6453QEsBXKwMcXQggJ4AUp5SSzDxFCjAcwHgC6dOmSmpJbpVcvp0tAaSBazGrrpRJu+DHOMkIsU8x8fmn/GiQTUWNW/ZkVI36sP1khbc8NGF8URtrGbDZh/bN0jZ/ZGYAxYWGk54yUUg6CMh30OiHEsWYfIqWcJKUcIqUc0rp168RLa4eZM5ULuVq0mG0cPUnwJJpxljX+/N4S1Hl8ThcjasxqGRLToI2aPNafrJC25waMLwojbWM2m7D+WTriVwmgs+52JwBbYn2OlFL7uUMI8SGUqaOzLCutHe65R/np4rnFFF3j6EmCb8A4yzi92jbFqu1VIfd/sGgzDm3bFNcc192BUsXOHxilzoKWH+sPWYnxReQc1j9LG37zAfQUQnQFsBnAhQAuMjznYwDXq+v/hgHYL6XcKoQoAZAjpaxSr58C4H4Ly2qPV15xugSUAfz+JLPNMc4yzrQ/HYvpy7fj6tdDExhP/Gxl2jf8ZLLrUtMJ6w9ZifFF5BzWP+saflJKrxDiegDTAOQCeEVKuUwIcY36+PMApgI4HcBaADUALldf3hbAh+qJbx6A/0opP7eqrLbp1s3pElAGSHrEj3GWkU4+vC3OHtgB/1scPDFiaEVLh0oUu6xa48f6Q1ZifBE5h/XP2g3cpZRToTTu9Pc9r7suAVxn8rp1AAZYWTZHfPml8nPUKGfLQWktMG0u0TV+jLOMdf2JPUIafu2bFzlUmthpmWizYo0f6w9ZifFF5BzWP2sbfmTw4IPKTxcHHEUXmDaXaOolxlnGePea4SjKa9zPr0ebpiHPqa73wu+XyEnjVlWuEGhWlJcWGUiTxvpDVmJ8URJuPLEHfty0z+liZC7WPzb8bPXGG06XgDJAYDuHRN+AcZYxjjSZxvnUhQOxZNN+vPL9egDAlyt2YM663RjZo9zu4sVsRI9y/HTvqU4XIzVYf8hKjC9Kwv+dwu0IksL6x4afrTp3jv4ccr1xQzvj1D7tUFKQYPVknGW0sQM7YuzAjvjDcd0w7OGvAABlTfIdLpWLsP6QlRhfRM5h/WPDz1afq/lpRo92thyU1poV5aNZURIn+oyzrNC2WePavtZNCx0sicuw/pCVGF9EzmH9Y8PPVhMnKj9dHHBkA8ZZ1tE3AslirD9kJcYXkXNY/9jws9XkyU6XgNyAcZY1erdrih1V9U4Xw11Yf8hKjC8i57D+seFnq3btnC4BuQHjLGu8dfVR8Pj9ThfDXVh/yEqMLyLnsP6x4WerTz5Rfp55prPloOzGOMsaLUoKnC6C+7D+kJUYX0TOYf1jw89W//iH8tPFAUc2YJwRJY71h6zE+CJyDusfG362eu89p0tAbsA4I0oc6w9ZifFF5BzWPzb8bFWevhswUxZhnBEljvWHrMT4InIO6x9ynC6Aq3zwgXIhshLjjChxrD9kJcYXkXNY/zjiZ6unn1Z+nnuus+Wg7MY4I0oc6w9ZifFF5BzWPzb8bPXRR06XgNyAcUaUONYfshLji8g5rH9s+NmqrMzpEpAbMM6IEsf6Q1ZifBE5h/WPa/xs9fbbyoXISowzosSx/pCVGF9EzmH944ifrZ57Tvk5bpyz5aDsxjgjShzrD1mJ8UXkHNY/NvxsNXWq0yUgN2CcESWO9YesxPgicg7rHxt+tioudroE5AaMM6LEsf6QlRhfRM5h/eMaP1u9+aZyIbIS44wocaw/ZCXGF5FzWP844merl15Sfl5yibPloOzGOCNKHOsPWYnxReQc1j82/Gw1fbrTJSA3YJwRJY71h6zE+CJyDusfG362ys93ugTkBowzosSx/pCVGF9EzmH94xo/W736qnIhshLjjChxrD9kJcYXkXNY/9jwsxUDjuzAOCNKHOsPWYnxReQc1j8IKaXTZUgZIcROABtNHioHsMvm4liJ38cah0gpW9v5gS6K2UTx9xD5d8CYjU+6lzHdywckX0bGrH2y/fsB9nzHdIpZgH/XbGLl9zSN26xq+IUjhFggpRzidDlShd8n+/F3ouDvIXN+B5lQznQvY7qXD8iMMsYqm76LmWz/foA7vqORG76zG74j4Mz35FRPIiIiIiKiLMeGHxERERERUZZzS8NvktMFSDF+n+zH34mCv4fM+R1kQjnTvYzpXj4gM8oYq2z6Lmay/fsB7viORm74zm74joAD39MVa/yIiIiIiIjczC0jfkRERERERK7Fhh8REREREVGWy+qGnxBitBBilRBirRBigtPliYUQorMQ4hshxAohxDIhxE3q/S2FENOFEGvUny10r7ld/Y6rhBCnOlf68IQQuUKIH4UQn6q3M/r7WCkT4zZRQogNQoifhRCLhRAL1PuyPjaEEK8IIXYIIZbq7ov7ewshBqu/v7VCiKeFEMLu76KWw/GYTdXv1MLypf2xXQhRJISYJ4RYopbxvnQrY6qkQ8wmKxNiKlk8d2iUDTELuCNuNWkZv1LKrLwAyAXwC4BuAAoALAFwuNPliqHc7QEMUq83BbAawOEA/gZggnr/BACPqtcPV79bIYCu6nfOdfp7mHyv/wPwXwCfqrcz+vtY+HvKyLhN4vtuAFBuuC/rYwPAsQAGAViazPcGMA/AcAACwGcATnPgu6RFzKbqd2ph+dL+2K7GUal6PR/ADwCOSqcyZlPMuiGmUvAdee4gsydm1e+S9XGr+65pF7/ZPOI3FMBaKeU6KWUDgMkAxjpcpqiklFullIvU61UAVgDoCKXsr6lPew3A2er1sQAmSynrpZTrAayF8t3ThhCiE4AxAF7S3Z2x38diGRm3KZb1sSGlnAVgj+HuuL63EKI9gGZSyjlS+c/xuu41dkqLmE3F79Ti8qX9sV0qDqo389WLTKcypkhaxGyyMiGmksFzhyBZEbNA9setJl3jN5sbfh0BbNLdrlTvyxhCiAoAR0DpdW0rpdwKKJUGQBv1aZnwPZ8E8BcAft19mfx9rOS27y8BfCGEWCiEGK/e59bYiPd7d1SvG++3Wzr/XdIyltL52K5OTVoMYAeA6VLKtCtjCmRqucNK55hKwpPguYMmK79flsat5kmkYfxmc8PPbK1LxuxdIYQoBfA+gJullAciPdXkvrT5nkKIMwDskFIujPUlJvelzfexgdu+/0gp5SAApwG4TghxbITnuu13own3vdPl95Eu5YiHY2VO92O7lNInpRwIoBOUkeW+EZ6eiX97IHPLbSrdYyoRPHcIkXXfLxvjVpPO8ZvNDb9KAJ11tzsB2OJQWeIihMiHUhn+I6X8QL17uzq1C+rPHer96f49RwI4SwixAcrUhBOFEG8ic7+P1Vz1/aWUW9SfOwB8CGVqg1tjI97vXaleN95vt3T+u6RVLGXSsV1KuQ/ADACj07WMScjUcofIpJiKE88dgmXV98viuNWkbfxmc8NvPoCeQoiuQogCABcC+NjhMkUlhBAAXgawQkr5uO6hjwH8Xr3+ewAf6e6/UAhRKIToCqAnlIQPaUFKebuUspOUsgLK3+BrKeUlyNDvY4OMjNtECCFKhBBNtesATgGwFO6Njbi+tzpNpEoIcZR63Pid7jV2SueYTZtYyoRjuxCitRCiuXq9CYBRAFamUxlTJJ1jNmaZEFOJ4rlDiKyIWSC741aT1vGbigwx6XoBcDqUbEG/APir0+WJscxHQxne/QnAYvVyOoBWAL4CsEb92VL3mr+q33EVHMjqF8d3Ox6NmY0y/vtY+HvKuLhN8Ht2g5LFagmAZdp3dUNsAHgLwFYAHig9fVcm8r0BDIHSWP4FwL8ACIe+j+Mxm6rfqYXlS/tjO4D+AH5Uy7gUwN3q/WlTxmyKWTfEVIq+5/HguUNWxKz6PVwRt7qyp1X8CvXDiIiIiIiIKEtl81RPIiIiIiIiAht+REREREREWY8NPyIiIiIioizHhh8REREREVGWY8OPiIiIiIgoy7Hhl6aEED4hxGLdpSKB9zhbCHG4BcUjCsGYpUzEuKVMw5ilTMOYTR95TheAwqqVUg5M8j3OBvApgOWxvkAIkSel9Cb5ueROjFnKRIxbyjSMWco0jNk0wRG/DCKEGCyEmCmEWCiEmCaEaK/ef7UQYr4QYokQ4n0hRLEQYgSAswD8Xe1d6S6EmCGEGKK+plwIsUG9fpkQ4l0hxCcAvhBClAghXlHf80chxFj1eX2EEPPU9/tJCNHTmd8EZQrGLGUixi1lGsYsZRrGrEOc3tGeF/MLAB+AxerlQwD5AGYDaK0+Pg7AK+r1VrrXPQjgBvX6qwDO1z02A8AQ9Xo5gA3q9csAVAJoqd5+GMAl6vXmAFYDKAHwTwAXq/cXAGji9O+Jl/S5MGZ5ycQL45aXTLswZnnJtAtjNn0unOqZvoKGxYUQfQH0BTBdCAEAuQC2qg/3FUI8CCWgSwFMS+Dzpksp96jXTwFwlhDiVvV2EYAuAOYA+KsQohOAD6SUaxL4HMpejFnKRIxbyjSMWco0jNk0wYZf5hAAlkkph5s89iqAs6WUS4QQlwE4Psx7eNE4vbfI8Fi14bPOk1KuMjxnhRDiBwBjAEwTQlwlpfw69q9ALsOYpUzEuKVMw5ilTMOYdQjX+GWOVQBaCyGGA4AQIl8I0Ud9rCmArUKIfAAX615TpT6m2QBgsHr9/AifNQ3ADULthhFCHKH+7AZgnZTyaQAfA+if1DeibMeYpUzEuKVMw5ilTMOYdQgbfhlCStkAJbAfFUIsgTJPeoT68F0AfgAwHcBK3csmA/izupi1O4DHAFwrhJgNZT50OA9AmX/9kxBiqXobUOZgLxVCLAbQG8DrKfhqlKUYs5SJGLeUaRizlGkYs84R6qJGIiIiIiIiylIc8SMiIiIiIspybPgRERERERFlOTb8iIiIiIiIshwbfkRERERERFmODT8iIiIiIqIsx4YfERERERFRlmPDj4iIiIiIKMux4UdERERERJTl2PAjIiIiIiLKcmz4ERERERERZTk2/IiIiIiIiLIcG35ERERERERZjg0/IiIiIiKiLMeGHxERERERUZZjw4+IiIiIiCjLseFHRERERESU5djwIyIiIiIiynJs+BEREREREWU5NvyIiIiIiIiyXJ7TBUil8vJyWVFRYc+H7dyp/Gzd2p7PI8stXLhwl5TS1j+orTFrNdYJ2zFm0wjjPyaMWUopG+pd1sYsj1lZLVzcZlXDr6KiAgsWLHC6GJShhBAb7f5MxiwlgzFLmYYxS5mGMUuZKFzccqonERERERFRlmPDL1GjRikXIlKwTpCbMf6J7Md6lzj+7lwpq6Z62mrcOKdLQJReWCfIzRj/RPZjvUscf3euxIZfoq6+2ukSEKUX1glyM8Y/kf1Y7xLH350rcaonERERERFRlmPDL1HHH69ciEjBOkFuxvgnsh/rXeL4u3MlTvVM1GWXOV0CovTCOkFuxvgnsh/rXeL4u3MlNvwSxQpDFIx1gtyM8U9kP9a7xPF350qc6pkoj0e5EJGCdYLcjPFPZD/Wu8Txd+dKHPFL1MknKz9nzHC0GERpg3WC3IzxT2Q/1rvE8XfnSmz4Jeqqq5wuAVF6YZ0gN2P8E9mP9S5x/N25Eht+ibrkEqdLQJReWCfIzRj/RPZjvUscf3euxDV+iaqpUS5EpGCdIDdj/BPZj/UucfzduRJH/BJ1+unKT86NJlKwTpCbMf6J7Md6lzj+7lyJDb9EXXut0yUgSi+sE+RmjH8i+7HeJY6/O1diwy9R48Y5XQKi9MI6QW7G+CeyH+td4vi7cyWu8UvU/v3KhYgUrBPkZox/Ivux3iWOvztX4ohfosaOVX5ybjSRgnWC3IzxT2Q/1rvE8XfnSmz4JerGG50uAVF6YZ0gN2P8E9mP9S5x/N25Eht+iTr3XKdLQJReWCfIzRj/RPZjvUscf3euxDV+idq1S7kQkYJ1gtyM8U9kP9a7xPF350oc8UvU+ecrPzk3mkjBOkFuxvgnsh/rXeL4u3MlSxt+QojRAJ4CkAvgJSnlRMPjYwE8AMAPwAvgZinld+pjGwBUAfAB8Eoph1hZ1rjdcovTJSBKL6wT5GaMfyL7sd4ljr87V7Ks4SeEyAXwDICTAVQCmC+E+FhKuVz3tK8AfCyllEKI/gDeAdBb9/gJUsr0HIc+80ynS0CUXlgnyM0Y/0T2Y71LHH93rmTlGr+hANZKKddJKRsATAYwVv8EKeVBKaVUb5YAkMgU27YpFyJSsE6QmzH+iezHepc4/u5cycqpnh0BbNLdrgQwzPgkIcQ5AB4B0AbAGN1DEsAXQggJ4AUp5SSzDxFCjAcwHgC6dOmSmpLHQF54IQ7UetBs7ncQQtj2uZT5nIpZy114ofKT6wWyTtbGbCox/tMKY9Ylsqje2R6zWfS7o9hZ2fAzaw2FjOhJKT8E8KEQ4lgo6/1GqQ+NlFJuEUK0ATBdCLFSSjnL5PWTAEwCgCFDhtg2Yjj3N1fh+ZnrcPqCTRh3JP+pUOycilnLTZjgdAnIIlkbs6nE+E8rjFmXyKJ6Z3vMZtHvjmJnZcOvEkBn3e1OALaEe7KUcpYQorsQolxKuUtKuUW9f4cQ4kMoU0dDGn5OWXT4UZi5qQX67K5xuihE6WH0aKdLQOQcxj+R/VjvEsffnStZucZvPoCeQoiuQogCABcC+Fj/BCFED6HOkxRCDAJQAGC3EKJECNFUvb8EwCkAllpY1riV7tiK9gd2ZtCiRCKLbdqkXIjciPFPZD/Wu8Txd+dKlo34SSm9QojrAUyDsp3DK1LKZUKIa9THnwdwHoDfCSE8AGoBjFMzfLaFMv1TK+N/pZSfW1XWRIx65Fb02lODmWe963RRiNLDpZcqP7legNyI8U9kP9a7xPF350qW7uMnpZwKYKrhvud11x8F8KjJ69bh/9s77zC3qawP/67L9J6ZtEmZ9F5IQiCFhJBQQoDQ9qMvZemEDktoS2dZyrKw9N4JfSkJgQQS0jvpvfdkJsn04rF9vz9kybIsd9mWrPM+j5+xZUlzR3OOdM89DRgQz7HFyrLLb8aXy/aif7IHQhB64aGHkj0CgkgeJP8EkXhI76KHrp0piavhl8rsGzIC8ys2oR/FehKEwLhxofchiFSF5J8gEg/pXfTQtTMl8czxS0m2Hq6F282Rt3832ldS/xOCkNi+XXgRhBkh+SeIxEN6Fz107UwJefwiYN3+Kkx4eR7+fkYPTHz2fnQ9Wo9ZE4cne1gEoQ+uuUb4SfkChBkh+SeIxEN6Fz107UwJGX4RsPdYAwDgz92VaHvV7fh8yW4MTO6QCEI/PPZYskdAEMmD5J8gEg/pXfTQtTMlZPhFwYz1h9Bh5EAsPpiPE6wULUsQAIDRo5M9AoJIHiT/BJF4SO+ih66dKSHDL0pmfT8XnQFkpfdM9lAIQh9s2iT87NEjueMgiGRA8k8QiYf0Lnro2pkSMvwigMsqeD79yysAgGWXnJKk0RCEzrjhBuEn5QsQZoTknyASD+ld9NC1MyVk+EXJs6OuBACc5KJ+DgQBAHj66WSPgCCSB8k/QSQe0rvooWtnSsjwi5IV7XoBAIa53UkeCUHohOFU4ZYwMST/BJF4SO+ih66dKaHKJFHSvXwnupfvxOLtR5M9FILQB2vXCi+CMCMk/wSReEjvoubg/KV4+7Uf4HZT5JqZII9fRHiV4/EZbwAALi55JlmDIQh9MWmS8JPyBQgzQvJPEImH9C5qKq6+Af0am7F+4mj0Lc1P9nCIBEGGX5Q8PeaaZA+BIPTFc88lewQEkTxI/gki8ZDeRc1H592MjQdr8IiTUpbMBBl+UbK6TXcAQO82eUkeCUHohOOPT/YICCJ5kPwTROIhvYuaXZ37YDU7imYXGX5mgnL8IkAeBt370Hb0PrQdjc2u5A2IIPTEypXCiyDMCMk/QSQe0ruo6bp/K3of2o6L31qU7KEQCYQ8fjLKa5rwr+kb8eg5fZCT7n9pnDLL7x+/vQUAuKv7fxI1PILQN3fcIfykXAvCjJD8E0TiIb2Lmiu++A/Ornfg4kupVoWZIMNPxqM/rMPUNQdwau9WOL1Pa7/vXbLWDY+PvV7YxqkaEkEAAP7zn2SPgCCSB8k/QSQe0ruo+eryu7BwG1WmNxtk+Mlocgphm04XR5PThXSb1ed7p6dZ+8y7RuNw9Qn4cfV+fL5kD8prmlCSm57w8RKErhg4MNkjIIjkQfJPEImH9C4iXG6OjxbuxCVDO+BQ515YX3sg2UMiEgzl+Klwy2crMOCxX322TV19AB8s2AkAyEqzYvixHSjbvh4AMPJfvyd6iAShP5YuFV4EYUZI/gki8ZDeRcSUpbvx2I/r8e68HeiycwP6H9ic7CERCYY8fgFobPatcnTLZyuk9zYLA+69F6cfqcc/JzyCJiqFSxBw3X0PGptdyF44L9lDIYjEc++9wk/KNSKIxEF6FxGHqpsAAA6nGye9/SyGudyU42cyyPCLAquFAa+8ghlztgO7kz0agtAHj5x6I5bsPIrvHS5kpllDH0AQqcQrryR7BARhPkjvIqKuyQkAWLe/Cj+fcn2SR0MkAwr1DEGDw4WyyVN9ttksFqBvX7x+JDNJoyIIfTB3Szm+XLYHAPC9swibS8rwn98240htU5JHRhCJxd27D+7d4MKynVQsgSASRt++wosIC4cnQm3P0QZsLinD5pIytMhOS/KoiERChl8IDlQ1+G2zWhmwYAHKNq1KwogIQj9c8e4S/P3r1eCcY8Ce9Ri0dwPe/GM7Bj85Eyv3VCZ7eASRMI7MmI1t38/AhW8slAqFEQQRZxYsEF5EWIjN2lvlZ2DQ3g0YtHcDGAvv2EPVjbjnq1XUv9rgkOHng6/0V9U3o9nl367BZmHAAw/g73M+TNTACELXON0ct//+vo9OPD11QxJHRBCJJeORhyX5X723KsmjIQiT8MADwosIC4fH8JuzuRx/n/Mh/j7nQ9V5rhovztiMr5fvxQ8r98dziESciWuOH2PsDAAvAbACeIdz/ozi+4kAngDgBuAEcAfnfF44xyaCAY//ip9uHem33WphwJtv4oHnZyd6SAShGW43x4aD1ejTNj/mc932+Z/YdOotPtsyKM+PMACfLd6NrDQrzj2uNKrjq+qb8dS09dh+4t9wtM4BANhf6R8pQhBEHHjzzWSPwFDIjbwHTp8EAHC6witQmJshmAzH6h3aD4xIGHEz/BhjVgCvAjgVwF4ASxljP3DO18t2+w3AD5xzzhjrD+BLAD3DPFZT1u6rwvr9/qu0v2047LfNyhjQowduvTkbd37hDfdctvMoOrTIQsvcjHgNkyA04+Xft+A/M7dg2m0noXfbvJjO9fPag0CLdj7bMu0UUEDonwe+WwNA8NL9/YweyLBHtmCxcPsRfLlsL5DREvDc+vceI8OPIBJCjx7JHoGhWLO3Unq/3fPMTnN7jcHymia0yE6DxeIf/yneG6mSvbGJ58xsKICtnPPtnHMHgCkAJsp34JzXcs5FicsGwMM9VmvO+u887K9q9Nv+4kz/HicWCwP++ANtVi6RtjU2u3DhGwsx/j9z4zlMgtCMOZvLAQC1nipfkeJQ3PxP2L0GJ+xeI31ef6A6+sERhAqcc/xr+kZsOlij+bnfm78Di3dEXphF1B9R/vMz7eTxI4hE8ccfwosIi51H6qX3J+xegysduySP36HqRhz/1Ey89NsW1WNFU5CHFxlK6JR4Gn6lAPbIPu/1bPOBMXYeY2wjgKkAronkWM/x1zPGljHGlpWXl2sy8LB45BF0f+156eOz0zcBAI7UkQucCE7SZFZBvUNI0M6I0jP3x2bfsd8571PcOe9T6fOeow3YXl4rfa5rcoLTE8OQ6EVmNx6sweuzt+H+b1drcj5lEZa9x+oD7BkYsTy6KP+lBZlk+OkAvcgsEWceeUR4pQDxllnl/e3OeZ/i4qnvwM2BY3UO3PDxcgDAL+sOYuwLs/H+/B3KAQIAOOg5bmTiafip1QnykxbO+Xec854AzoWQ7xf2sZ7j3+KcD+GcDykpKYl2rJHz3nvI++wjAECa1YL3lApCEAFImswq2OjxmoSb2K2kWZEXcO+Zd+DeM+/w2XbA40VvbHahzyO/4OlpVPDFiOhFZv/cXQkAaFOgTSudI7XCQt1T5/VFms2C3UfUDT/OOT5fshuHqv2jQkSPnyj/pYWZ2F/pvx+RWPQis0Scee894ZUCxFtm7/7StxL9vWfegevHCLn5p744R6rE7XRzbCuvw2M/+mZXhfL4NTld+HP3MS2HTMSBeBp+ewG0l31uByBgKSDO+RwAXRhjxZEemxQ6d4atW1f0b5cvVUkSWbWnkjwbhK6RezrCTex2ON0omzwVHy7YCQC4+dMVPt/vKWiNPQWtfbZxDmw9XIsfVwnq+/ZcWiAhokfskdcmT5s86vIaod9ky9wMtC/MxK4Aht/nS/bg/m/X4M4vVvp9V9vkhN3K8PrDF+L9xy9CaUEmdh+tR3lNE577ZSNqGps1GasWVDU0Y5vMCw8A36/ch2MUqUIYlc6dhRcREmUbBvkzu0LWezdUu4ZAs9t//bwJ5722AFsOaR+KT2hHPA2/pQC6McY6McbSAFwM4Af5DoyxrowJvmPG2CAAaQCOhHNs0pk5E5g5U9U1OfHV+Viw7YjPtjV7q1A2eaoU+lY2eSomf6NNuBJBhMveY/V44Ls1qKj1TvRembU1rGPrHYJn45Ef1ql+P2LnSozYudJnW7PLjXH//gP3fi3IulUlYZwgwkVckdaquIA42SnOSUOHoizsOhrI8NsNAFi846gULvXuvB245dMVqGtyIjvdhr4blqLr6kUY2bUYDc0uPPbjOrw6a5vfAkkyufK9JRj7wh+St/5QdSNun7ISN36yPMkjI4go8czFiNA0KAw6tWc24A1fV8ICuPz6PvILnvhpPbYcFgy+fZ5Qd7eb46mp67Gzog4AcMlbi3D1+0tAJJe4GX6ccyeASQB+AbABwJec83WMsRsZYzd6drsAwFrG2EoIVTwv4gKqx8ZrrFHx5JPAk0+CBeh8WdXgXeVduO0Izn5lHgBgxvpD0vYpS/f4HUcQ8eT+b9fgs8W7MeKZ36Vtc7dUhHVsqJDQWxdMwa0LpvhsU+ZQudzkCSeio97hxI4jwgRCqwbpouFXkpuODkVZ2BPA8KtubMbQsiLYrQxPT9uABVsr8MRP6zF1zQFUNTQjJ90mPRNGditGdpoVP60+AEDQL73IvWg4r9knVLAWn1Pr91MhJsKgePSOCMwLv25C2eSpPvNSQHhm37n4S7/9j9WrRykwFVdHg8OF2iYn3p23A9lpQqMAsX7AnmP1eHvuDlz70TI0u9xYuP0IZm0qx+LtR/zOQySOuPbx45xPAzBNse0N2ft/AfhXuMfqio8/BgCwH3erfi33bFzy9iLpfWMzlcElEsfvGw+hU3EOOhVnAwBsMXjcnO7gsnvnWXdL7z+4+nhc9f5SvwdIcU5a1L+fMDebDtZIC81a3UdFz3dxTjpa5WegtsmJeocTWWm+j8a6Jie6dc3BiV1a4OXftmDLIW+45J6j9YLh53kmZNitGFJW5FP86FB1I9pqlJcYDQ6nG//35kLp8+LtRzFvSwX+PUOoWl0TZWVfgkg6Hr0jAvPf34WonkPVTT7b7zzrbrx+2WAgwDxWiejnkC9jNcvmBdPXHRS2eSIKxMrf5TVNWCqrmHzRW4uw85kJKJs8FVePKMMjZ/eJ6O8hYoMabSn4vyHtcPPJXVS/e/aC/nj3yiHCh/btgfbtYQng8Qs0wW7UaKWaIMLhmg+WYczzs6XPabboVd4p8/g1OV2wWRiuGl4mbTuQV4IDeSUozkmTDE0xh0qkotaBjxftinoMhHkR24Nkp1k18/iV1zQhN8OGDLsVJTnpAICKGm8YdE1jM56dvhFH6xzISbfhkqFC6vmWw7Xo2jIHALD7aD2y023SMwEAurfK8fk9ye7rd7CqUfL2AcDqvZWS0Sfy5h/bws73JQi9wNu1g6NNKdVVCIPBHQt9Ph/IK0F217Kwj1eL9HSpRAKJEQ6r9nojC+oc6vfs9+fvDPv3E9pAhp+CdJsVRwMkup/QuQhje7USPkyfDkyfjt0BQoNqGtVXUDfHof8UQYRLui2y5tRy5EWMejw0HU43h1v2BBi9fTkuOrIOc/4+RjIwP1rob+T9uFIo9NL1gWm4/J3FUY+HMBe7jtQj3WZBl5Y5muX4ldc2SQZfSW66Z5u3IudLM7fgtdnb4OZATroNbfIzceWwjvi/Ie3w8Fm9AQiLGdnpNumZAADdWuUC8C60RNMmAhAmUJM+W4ElEfYXdLs5/vreErw0c4v0d4q0L8r0C/kCgH/+vBHP/bopqnESRDzZUVGHb1fsVf3uh2few3WXPolO90/Dxwt3JnZgBmP5rmPo2jIHyx4ah84l2Xgx/wByZoefH+n1+Hmf+06VMHZx2z1feauIBsobJBIPGX4KXJyjpWcCoMSnMMUzzwDPPOPn0RC5Q6X6GwD8tvGwz2etVq4JIhgNntW2THv0hp9TZWVPbtjdtOgrXDlnCrLSbCjMEkI65ZXCRHIyhDA6p5tj3tbw8gsJoqbRidwMOzJs1pBV58KloqYJxUrDz3NP/37lPilPD4Bg3AF4bGJfPHvhAJQWeCuL5qRbpWcCAHT3GH75mXYAgtG6MopqzxW1Tfhp9QH835sLMUvx7AjGl8v2YM7mcrw4c7PP3/TTrSPRpSQHWw7Xqh631pP7RxB6YfeReox5fjbu+nKVarRIu7dexk2LvgIAvDhTvfE45xz//nUTyTeEKtvFOen4/e6Tcd4vn6D16y+FfaxY00J+G3Or3NOUrZ4AoM7ha/i9O48qfCcLMvwAn9VUzjluGK0e6mmzyC7XlCnCK0a0WrkmiGDsq2wA5xyZaeqGnzuM4hNqN/MMuwVf3TgMP04aiR/u/zfyvvvas93399wxrpv0Xml8ut0cr83equqFIFKLZpcbVQEKB8j5c/cxjHp2Fqat8RpetU1O5KRbkW63aOvx8xh8ouevvNYBzjlun7ISB2V9+3LSffP+WmSn+34neyaIYaDXndQJJbnp+HDhTpz76vyIJzuVsmt16+d/BtyvyenC9yv3SYblNx7vSGdPyLW8iE1Ous1vwfKG0Z0xvEsLHKsjHTQih6sbUzbUUb44+PD/1vp9P/kvD+DWc+4DABytc+DJn9b7XIvlu47i3Xk78PLvW3H+awviP2AjMWUK2JQpuHpEWUSHvTZ7m/S/UPP4PfjdWtQ0NqNDUZa0TZmX/cRP65WHEQmCDD/AJ+kdALJkk2NxNRhQePxatxZeQahtcvrdjHu3yfP5rBYfnQj2HK3HizM2p+zDgvDFbmV4a852fODpwafEFYYcqBl+z144AMeXFaFfu3w8fdOpaNdbvZ/SHeO6S+8Lsuw+383ZUo5np2/CowHaRBCpw51frMSAx38Nud+TUzdg99F6fLnMW/lYbJuQbrOiSaviLjVNUsGhouw0MCZ4x9Q8YqKnWiQ/0y49E7LTbT7PhJx0G7Y+NR7XndQZ7QozJQPuhV998+pErnp/Ce7/do3f9sp6Ie1gQPsC1DY5Ay7QvDprG26fshIz1h9CZb0Dy3cJTZTFEM/ymiYwJvyNSgMWAO4f3wtt8jOl30cYhzV7qzD06d/w1TL1UEijs9NTyTcQh7IKUJ7jzV17Z94OfLtin/T5gtcX4smpGwDAr+ey6fHcs6Ip+iZ6XwPNYfccbUCP1rnS52BRGnrqdWoGyPBTgTGG1y4bhLl/H4POJdnSdh/l+PFH4RWEvo/8gvcUias56TYfY8vp5iibPBUPfuf/0I8nt37+J176bQu2Bgj5IVKLOVsq8D9Pbp0aThfH7xsPBS2zrNbOIUvuvQtDJwAhT0CuA2Llr2ry+KU8YuhkqFDNg1WCp23lnkr8uGo/fl13ELWi4We3aFIkq8npQnWjU1rcs1ktaJGdhvKaJixS0YNshcFksTAppDkn3eYn/zarBYwxtCv0rnqrLZ4AwOxN5VKvQDmVHp0oayGcoz7AdTvs8UweqmnCH5vL4ebAuF6tUNPoRGOzCxW1TSjMSoPdalE1/ACgMMsesIw7ETl7j9VHvLD69LQNuPbDZREds83TGzgVw+brHU68NWe73/bpaw9i0fYjaHa5cfza+Ri71TdX/O6vVqG8psn0C9tOl1taBFLFc8+yWcMzBdTa0szYcEhlT2HRSR6ZIb4f3b3Eb99+j/6K7/5MzYULPUKGXwDO7NcG7YuyfLqWWK2yTy+8ILxC8Mvagz6fHS63j/KIE6BPF+/GzPXqChQPxNL8gSotEanFw/9bC0eQybLT7cY1HyzDRW8tUv3+cHWjqlHoU9Q2TJ34/s/9PkaklDcQ8kgiVQhU/ErkSF0TWmSnobK+Gbd+/ieu/3g5ahudyE23IUMjj98RTyuHEllOd3FOOg5XN2L1Xv9coJx0/zBp0VuYn2kPKP/tCr1tHJxu7mP8fbJoFw5UBa74KYbFlnpaQQQqkCAWkXE43Zi18TCKstMwrldLAIK3r7zGW8RG9FwqC1IXZqehodmlWf6kmVm7rwoj/zULnwSpYNzkdPnl+L81Zztmqkyk52wux5t/bFM9j80zL3G63eCchxW2bwQ45+j9j1/8ts/bUoEbP1mOi99ahD93V+K6Jd/huiXf+e3X4HD55OiakZd/34oLXg8S3uq5ZwXz+Ml7TysbwAPA67PV5XLzwRo0yfYX36cHqCx+5xerUkZ29Q4ZfvB9MCsXiHrJQjN9cpO+/lp4RcjKPZVSWXLAN+F1xe4gKzMaI1Z3fOV39WRoIvUI1oA9WIPp2ZsOY+jTv+GFGf5hav1K870fFDoxsmux6vnyMu0+D5CH/uf1dt/86XK8rbLCS6QW1UFCe+odTjQ2u3FchwKf7esPVEsePy1y/MQ8N3k4f6fibGyvqMPmQ/7Vl3PS7X7bnv/LADx1Xl9cOLhdwGeC/PkCeBf7DlU34qH/rcWLMr1S6mFlg2CclhYGN/zEtkJHagWP38ndS9AqXyg+U17bhIraJhTnyryTAOyenPWennAsMQS7krx+MbPJU717xe7KgPuMenYWTvrXLOmzfEFA6an663tL8M+fN6qeR5y0N7s4/u/NhbjwjdTIY9teoR7iefm7Xu/e/725EDedez9uOvd+v/0cLhdWyVqYmJFNB6uD7+C5ZwVbiLvuo2VSVM7+St9FqomvzAsYxfDUtA0+efvifc8epKWUWr7gzgD3YyJ6yPADMLxLC+l9e1kyKgA8cGYv6b1d7g4vLhZeIVBren3OK/Ol93VN3glwoJ6AWtPgcEnu/5kbwq8URxgL5eQhUOsRwNcoVB531ftLAx7XMs9b2VCpE4GMySan22clUGwqO39rBaatOYinpm0I+PuI1CDYREP0xIm9IOUIOX4WH/mpd0RWJvyD+TvQ6+HpmLJUCK2Ue/y6t8rFjoo6rN1X5ff7s1U8fn1L83HZCR1RkJUW8JlQqmjcLi56iL39fpZFhciLrny7Yi+enrYRNgtDy1xBz+TPCzlimPT8bUdwrL4ZI7oWe4vV1DThUHWTdI5cj8fPamHY+MQZ+PHWkQAgha0eozy/mBEXJtKChNAdqm7C4ZomqbjcO3O9hX8eVCliEgix6JzLzbF05zGs2F0ZdCEvHhytc2DWJm3nEgcqvYWVLhnaAUPLilT3O3VUHxzL8i5A3jJGKM7X5HSjo8o9xExYQ+Xuee5Zi0O0ixGrgiujAVbtrUKGPbCMbzxYIy0oHfbc24LphJrcnvz8bJz24pyg4yMiw/SG37PTN+LLZXvROi8D7199PG5UVPRMs1kw7baT8Pplg3wP/PZb4SXjiXP7+p0/1A24QRZqmQi771B1I3r9Y3r8fxGRdILJ3s0nC3IuLnq89JvX6/DLuoOqx4REoRPKMs+iZ6Gitkl19TqQF4dzjgVbK0yfr5FKBMvnFPuolqlM2nLSrciwWyVZmbXxMHr/4xf8GUG0xOzN5WhoduHzJULhGPlin1iMwM2BEV1b+BwXKDdOQuWZAEDK8RPbBIn3fHH1XG4Ey8M+7/pS6IHldHPJ6KwN4PETjTXRwzGgfYH0+/Yda8Dhmka09ngAxVxFm4Uhw26VFjTFCRoZfrEjhnCmB5gUyz0hj/24DlX1zT6e388W++d7BsIqefy8989AXhitqW1y4uz/zsOgJ2bg6veXRrQIU17ThJ0BvHrCuYVr9NyF/fH0eX3x2uWDVPd71rINp2/yejnFFioOpxtOletA4YQyPPcs+dRzlEoOnohaS6cz+gQvctg2X1j4Ehe4ghl+ao4SQntMb/i94ymv7XC5MaZHS9UVkt5t8zC+XxvfjS+/DLz8Mk7sLKxCjevVCsXZaX7HhqqWKA/1dCSgtYOymEsvRZVRInUI9ny757Qe2PnMBJx7XCkA4JNF3olGuG0VbhvbzXeDRye8v18YwKm9WwEApt8xSiob/d2f+xAuP64+gEvfWYwpS/eE3pkwBME8fqLhF8zjJ+ZKz9lSDgDBCxgAWL+/Gu/PF+7128u9k83cdBsKZVVmu7fKkd6f1M13AqQs7uKHQv5F2hdlomvLHIzsJngDRY/fvkr/3L6DVY2oaWz269knGp2BQj3lRVmy06zoXJyNktx0dGyRhSlLd6PZxdHa450Xz2Wz+j7rRI/f0ToH9ZeNEfFZHiifSW4gtcrLwAszNvlVnFS7D6st5olGXkWtI+h+8WD3kXqskfXGqw9SM2DJjqOSV7C6sRnHPzUTJz8/22efPUfrce2Hy3C0zoFqzz3ixM4twBhDcU463r1yiLRvxxZZ+Oy6E4CXX8ZzB7znEVsJNTndkqGy5tHT8I+zeku/2yyEzIVWuWd9cNXxuH6Ub3VucR67TOU+2+zmaJGdhul3nKT6K0oVoe52W2APh5phSWhPiCdZ6pNutcChCD0Li++/BwBMyfeGGByuaUSn4mzskK1ihRJk+QNA2fssHlz2jm/1q2AFPwhjo9ZYVcTiWeBQS+q2WsJbD+qoCIsWdUJEnHzIHyLRyLjoGdleThVoU4Vgk68jHsNPGSIJCEaLmAficLph9YRJhJro3j7lT2w5XIuB7Quw+2g9irLTcLTOgZwMm1RcCADKWmRjQr82GNSxEKf2aoVLhnaQqm3aQ1W+U8i/SLrNipl3jcasjYfx7Yp9Ph6/3HQb3JxLRbYW7ziKf/ywzq/Pnmh0yhcKK2qFAjiMMZ82DH1L8yX9Pv+4dlITd9Hj5w319P17RMNv0mdCv8Cdz0wI/vcSAWmSDD/1+5080qdH61zUywz6Zy/oj79/sxr7KxuQn2mXFkIAIdROuQAh6sOOilq/bfHihKdnYljnFvjr8DKf7XVNTp+cWTli26ydz0zwCWt1u7kkr3d8sRLLdx3D8l3HUOsx/HJlbVTkC/PnDGiL4V2Kge+/Rx6A/1Vz/GfmZnRrKXjtHU43mj0eJLvVgiLPwvw3K/bhbyM7xfDXG4f520JUevXcs6wfefPsLRaGyWf0xOHqRqkSuNPtxuq9laqLEQ6nGxl2K1rlZvh9B/j+/wAgL8M/V1okmNw+NXU9bh/XPXTkBRES03v8xGpojZF62/LzhZeMlrkZmHXPyT7bxH5QVw7rqOpdk698y3NNEkUDVfU0FDsr6vD9yvC8ZeGs+qqVcQ63pY+fd1yhE+Kah3w/paH51hWDVc8tD8cRJ9zBitMQxkD89wfr23S0TjB6WqhMIHM8Hj9ACKcTKy3LIyse+X4t+j/6C37f6K1GJ8q52M9rfF8hPEkpUzarBa9eNgh/G9kJFgvDP8/vhyUPjMWU608M/cepPBPkiIseksfvWAPaFWVhaKciWC0MxTlp+GDBTtQ0NuOhCb0w9+9jAAj6I052xFDPmsZmDHlyJu79ejUAweM3smsxbhvbDQ97PBuA19sOAG3yRY+fMPFS6mJJbrrPJI16+kVPqOgdeTNrh9PtI+slecL76oZmzNp0GIOemCF9pxYOL3r85OdUC3HUggVbK/D4j+txqLoJ/1u5H42K+YOYg+pyczz+43qfRXA5ctE7Uufvqax3OKW5kXyiLw/LlrypHr0b2L4AH1w9VAqLdjjdaHYK57NbLTi5h+DB3+PJdVcWKkk1fl130K9puh+ea/fqpYMwuGMh5t0n3HMsFoYxPVtKu7ncXGqxo6TJ6UaazYKCLDuuHNbR73vlQkBZi8B5l8o5i3we8PbcHfgvFSPUBNMbfuKkNOLQiC++EF4hEM/bo3WeatjHHlnBjahzq2IgUF8oQp+c/Pxs3D5lZVj9F4N5/ETUPX7hWX5+51fohMuz2mrzMfx8dWB4gMqfNbIV8DRZuXLCuHDOpZYdwUM9m5FmtSA7zestyfK8z/I0cAeEia7k8ZMZcHO3VqC60enTkkEMkRRDQs8Z0BaA/2q0Gi3zMnBi5xYh9wv1TMj0/A0VtQ488/NGzN9WgS4l2bh+VBdMGtMVfT0Vckd2Lca1J3VG+6Is/H73aMz9+xivx6/Jiddnb0O/R38FAHy9fC/2VTagurEZgzoW4q5Tu0vnAeDTQFkM9RSrUyv13GphPlV6t5UHb5xNBEYMlQ3UMFzeh/LdeTt88iqLPJ7XmkYnth7yvc+rtdpQiyqKJtTzSG1TSIP1pk9X4L35Xm+dsry/GMG0em8l3pu/A/d/u9rvHIerG308R/K8VlHPK+ubUdvUjEy71WdxsktJjtSmRPKmKvROam3icsPpdsPCBNkuyEpDh6IsVNY7cP1HyzD8md+lwjqphtvNcf3Hy0Pv6Ll2HVpk4Zubhvv0HJ04sFR673Rxn8gIOQ0OF9I8PUsfm+hf56JrSY7P544tsvz2kX6P4hmv7Ncqhq46nG5ThexqjekNv6h5/XXhpcKlJ3Tw2yaW5VbytizkYe6WxDdgDRaTT+iXQLk+csKxk2Ix/PyaPSt0QpzzyKvVKvOKAiV6y0OvxQe/uHpLGJOGZpfULkde3GXtvir0eni6tAJf29TsF4LZ1hP2KYQVeT1+4vxWPgEVdUMMFXO63NhX2SAdl2azYGinItw4ugveuFzd4xwVQZ4JgNfgmr72AN74Yxs6FGXhH2f3xrAuLXDnqd2lUKn+7QqkYzqX5KBtQSayPMfWNbnwr+m+hZEmvDwXnAMdlKHX8NVl0atUkC14/P4ypJ3f/vLVeQqtjh7RMxcohURpwMnbPoiLETVNzbAr7pdqHj+1BbFIQz0/WbQLg5+ciQe/W+P3nUvWe1KZd6s0/ESPtJhvqBYePfTp36QKjwCwX1a9U9SRtfuqsL+qUeo5KafEoyfSs0Shd6JBePOnK7Cjos7HcCzMTsP/Vu7Hr57edGtl+YmpRKAFBz9C3LNE5mwp9ws/F2lsdknGthrbKnzvIx2CGH7KBYtAz/y/vrcY/T2LX0TkmN7wi3oqOW2a8FLhSZVVjzSrJWiTTC1YvP0IflM0fz1Y1ejjVZSTm26Dw+lOSFEZQlvUSssrCeTxO6GTtyy20hADwq8Id6xOsZih0AkxTCNYqKfdyvC/W0b4nVs+wZH6VJHHz9DIK1J+tmQ3DtcIE77X/9iGhmYXFm0/AkAwbpTyLYbJW5h3YtfkdEtGnnz1V/QmiPlwB6oa4XJz/N+Q9gCAYk9e3OTxPX08YjET5JkAeCe12w4LnrSvbxoutVgAgBM8hcLUvIsWC0NWmlXqDyensr4Z5w8qxXnHlfp9BwCfXnsC7hjXTdLDvAw71j9+Om5XFmcCcN/4njjb4w0lj1/0iJ6JQJWKlUU35P3m8jxVKasbnKhU5FSpefzUQuAjKZLR7HLjIU/7CHlrEfG7Lg9MQ7cHf/YZm4iYKnKSp3CR6GXad0yYcwTyqB+ubkS3loInSO7xE0O2v1q+F1NXH1A9vpUnFFZsA6TUO7kR8tPqAz6Li/JCTkDiiuAkmrAN/xD3LJEHv1uLB1QWBQBg3tYKvwUKORcNaY8bRnvz/DPtVjx4Zi/JcytHOW7losYHC3ZiwbYKLNqemp7aRGF6wy/QKkZIsrKElwqWAF4UtUm2llz01iL87cNlPgVjTvznbzjp2Vmq+4uraR8t3ImyyVNxuFo9hpvQH+H0fAxUUfaLG4ZJ79UKuew+0oC1+6pwqLoRq/dW+nwnDwXzW81V6IT4++WGn9KbyBjDwPYFePuvQ3y2yyc44oO8usGJX5MQDk1oQ60svLPZxfHG7O0AgL2ehSmxDHttkxPZab4Tvocm9MJDE3rhnAFtJc9dY7PLa/g1CD+3Hq6V8lpqPflGYv/K03q3xuUndsAbAfJKYybIMwEAMtKEce+oqEN2mhW5iiIF5x1Xijn3jsFQ2cKMHJuFYbpC/h88sxe6t8rBExP7BvTUj+hajDvGdfcdappNNXSrtCAT/73kOHQpycYv6w7i9BfnUK5fBGw9XIMvlu6WQtQCLaqqGXAiksevsdmvmIaqx09loS5UWPxXy/bgA0/Ipjx6pDjHtzL5N8v3+nyuUsiCWBvhsXP6ABD+3oveXIhHf1wPAGBQl8lVe6vQvXUu0qwWrwEHf4NYqSOA0KoEgLd/nELvlFEk8nmXGEYr8s687Slp/DUHWcz/7LoTvB9C3LPuVNw3AnE4yDy6U3E27h/v2w/7ulGdMdDzf5Qz9oU/MOmzFSibPBV3fbnSJ/9T5NK3F/ttIyLD9IZf1HzyifAKEzf3xky3L/KvVicSTghfKMIN3zzgSdYVCx688cf2mH83kRju/HIV3pqzLeg+Gw/4eweU2FUmiy/O3Iyz/jsPo56dhXNeme/z3UndirH96TPxzPn9fFbxAPjphOjxkxupgSojntq7lY/H4tQX5/gZnTM3HML1Hy/HbI0bBROJQSz8IPbH23VE8Cjt8TQyF8PG6h1Ov8qFLbLTcO1JnWGzWoRm6RAavYteverGZny/ch/G/fsP2e8TvhOLEpQWZuLJc/v5hFJqSohnQpbHmHW43GhTkOlneDHGgoZBieXtxYJIjAHXjeqMX+8cHbrVRIS0K8zCjoo6bDpUg/lbj2h67lRm/Etzcd83ayTD7vdNh1WNP2Xukpx0mxUFWXbsr2qUFjREKlQm2GrenVDGzL1fr5aMM3m+rTJkT34ap8vtZ4iKxV1a5mVIBoW8Gbion8pr4HC60So3A/lZdlTJ0mCUIYpqoZ4ndy/BW1cM9vZcVuidsuqj/PlTqGi5dai6Cd+u8DVuU4FA0TFje7YUKqGKhLhn9WwTXkSE3MN87+k98OyF/aXP4n3ulUuPw2UndJDuVYFyBn9afQAA8O2KfaqN2+WLz0R0kOEXLe+8I7zChHOOi49vj41PnIGfJp2EJyb2Ud1v3f7qmIcmhl+oFYsZWuZdTVaGUSSigTwRPfJwoFV7KvH0NP8m6HIuf9d/ZeyHSb5hlcHy+dRWl12e0tsXD+3g35pBoRPXedo4iGXkAfW8IpH7zujps8Ir5r8u2+nbO+iq95cGPAehX8RQz1vGdMVZ/dtg06EacM6lcvXiglVtk7dk/UsXD8TwLi188nTENg/7qxokY7K6oRmr9vjm64i/T1yNbhnvqskhngkZskl1m3z10ufBuGBQO0zo1wan9WmNWfecjAWTT4lqmOHQVtZKI9ycX8IbdikaSJX1zfho4U6//V6cEbw6YfdWudh0sMbPQNylkrahFuoZrAKy0iiUtwhReujk/RzrHC6/0NOnpgmLxhk2i2rfzcMeb96ni3f5fTeqezHKa5rw+ZI90oKN0kBUGr6AYDCc1qe19/mj0LvMNCvuH99TWmCXt8NQhnoCwQtNGRW1//+9p/fAfy89zndjiHuWWgin2v9ZnlZyy5iuOKWnfxjnWf3b4qnz+vltnziwrRS+Gw55mdTOIVboCkbLjBmh95ExoH0BGGPIsFuRYbfiimFlePj7dX77SeELEbJTVjb5cE0jOAdukFV1EnvlFGZ7b3xK70tvauaua/49Y7Pqds45vli6B2cPaBty5b8g03fFU62dQzCCVjdU6MQlQzvgkqG+hY6y0mzo1SYPGw74L3C0zs/Au1cdL/V7ElduP17kP2lweEpIE8ZBbOGQl2FHz9a5+Gn1AZ9Qe9FLUtfkRGmBYBhNHFjqU10OENoO2CwM+ysbJOOuutHpM0mxMKFh9KTPViDTbkVOuk1zr5gfIZ4JNqsFaVah+Xw0ht8L/zdAeq82+dIS8foD/m0d5mwux6eLd+G5vwwI2pPLzBxVaVEg4nS5cbCqEWk2i5+hI+Y9tSvMxOLtR6XeiiJ7j6kZfuoLdIGoVRg68s/KYi3yPG610FMRm9WCXBVZWH+gGo3NLmlR54JB7fDAmT39WrVsPVyLGz9e7tMMHggzAkpF724Y3QX92xXgkrcX+WwXPX6n9m6FGZ4CL6m4rqEW/ju4Y6EUdSAR4p6llgqiZgwqpa04Jx1vXD4IwzqrV+0GvI6G1vkZmHL9MIx5fnbQsYhQBELs0MwpWux24RUmx5ep522IvH/V8QCiTzY+WaY028rrMFNR5OXNOds95/duU97wqFy+vmmhCFMBgMFPzMAni3dj8rdr8LgndAdQzyG5aniZXyhZJAWHFkw+xae3jx9h6kRakFxXecuTNCsL+OAPNAEh9IvoLcjPtKNbKyGEaNkurzdXnBzWqeT4ybFaGFrlZWD13irs9YSJVjc0+6w6t8kXVvt/Wn0AXy3fG39vHxCW/Iv5Rq3zA4f76wG5x++ozPCrbmzGX99bgl/WHcISExZY+OfPG7AgVFNsCIafeL+WF0TZXl6Lrg/+DIfLjUfO7o1f7xwlfVeSm453rhTmAfmZdlQ1NPuEPuZm2PD+/J14bfZWn98VaY6f0osoL7qkNPIrZIbfoepGBOsQlKWMAPFww8fLwT0H/vP8fqr9OQH45a++eNEAfw+VGgH0Tm0hW2xpUiqT71oN0mv0hnIx4Jnz+/kUdZMIcc9Smx9kqtyb1eTijL5tkK/iYRURw4QzbFYpvztS3CmYn5kIyPCLlg8+EF4aIYbThNN7TYnSWHS5uV9p739N34gdFXU+DxJlgRCq7qlfGhwufPunf+P2I3UOPOypyFZe6/WebD7kn9+nlkwdbhjXw2f19pkMqhKmToghOmM8DXXlyL3QaTYLnvtlk+o5yPAzHlWe9h8FWXZpAibvR+kN9fTP8VPSJj8Dc7dUoMIj85UNzT6FANoW+HrUWkYQShQ1Yci/+Df2aKVhNdE4INd1uddHHlmiRVqC0Xjzj+0Bi0vIc5KP1jnQzvMMbmp2SRPUU17w5qDmZth9ntPyR39ehh21TU40yMIwxcnxs9N974kNzS6/SKFgVR0bFDUA5KGO1Y1OaT7x85oD+Gzxbuk7UVdHdy/BsM4tcO/pPQAAfxkshO8ri9r1apOHDLsF6/ZX4/lfhWgVZZSGmO+rZOMTZ+C849qhT9sw8rkC6J2a0TG6ewk+umYo7jm9B964fBAAYF9l6hW1U4Z6XnR8e/WcuhD3LLX5wVXDhSbtcpnjUcxbHZ4xFuemIy+MfqpqBCpgRwQnroYfY+wMxtgmxthWxthkle8vY4yt9rwWMMYGyL7byRhbwxhbyRhbFo/xKW+AEaGB4ffM+d54Z1HBIinDLKJcsbr/2zWqN/4xz8/GnM3l6Nk6F+cObIsHzuzl870jit9NJIZwmpWGuvmqVZUNVG5cSTAvnUSYOiGO45qRnfy+k69U2q2WgAaefPu5r85H2eSpPmXBCf1R2eCA1cKQk25DkccbIu8V19jsAuccdU1OvwINSsTCVCIOp9un1YFykSJQdUFNieCZEGjCqxfkHlK5Qb3riDfUcO3+1OyBFohQ0TjyQlhu7q1I+eiP63Hmy3P99s9NtyHDbsVvd48G4Hv/Fo28I7Xeay9fFJPfJ/dXNqKtwoMcbB4h9/i53RxHPIsnt57SFYC3x+ZNn64AAHQuEcKK7/tGKOd/xYkd8fn1J+KWMV2x85kJeO4v3hBkkePLCvHz7SfhymFl0uKMGi/8ZaDqdr/88WAE0bt2hZk+3iSb1YJR3UuQk27DGX3bYFT3EqyQRR2kCkqPX6BCKqHuWWoev/OOa4ctT43Hrad428FE47C4eUwX3DC6My4a0h42qwX/PN8//+/akZ2CRmvsDtCqjAhO3Aw/xpgVwKsAxgPoDeASxlhvxW47AIzmnPcH8ASAtxTfj+GcD+ScD4HGuN0cD/5PvS9JWMyeLbxiQF5hSvS+PfbjetQ0NsPt5vhg/g6f1gyBqFaZHAdr4Nk6PwP/ufg4vzwT8vjpl0jvq2r721Ti9fu0zcPpfVpJn1XDQRC4GqcPYerE/eN7oXebPAzqUOj3nbJdRE2jE73a5OF3z+RIpLqhGb9vPIRL316ElZ6iN8oiMIS+qKxvRkGmHYwxyfDbIfMg1TucaHK64eYI6fEbq9IDSu6BEkM9O3pCmw8lolVNBM+Egiz/sG090ak4G7eN7Ya8DBuO1Tmwem8lBj7+K5Z7JsnjerXCepN5/IK1YFB7drbK8z5fN6r0XxRlXFzkkE+exfBQeQ6sfDL/qSzvee+xepQWZuK3u0fjFU9oZDAj9fuV+6X3y3YdQ0WtAxYGlLUQDLzV+6qk/zMAdFbkkwYL3xO5eoSwqNc6RC6rWj9asSdg2ATRu9/vPhlLHxwX8NCORVlSP9FUQu7xkz/f/QhxzwoUEWS3WqQwe8C3+mu45GXYcf/4XpIX+JKhHfzG+tBZvbEkyP/vy6V7Iv/FRFw9fkMBbOWcb+ecOwBMATBRvgPnfAHnXLzDLAIQuOSfxszYcAjfrvAPndOaNy4fhFcvHaT6nVW2CiMq2PoD1Zix/hD+2FKOR39cj6c8rRaCoWbkBTPixAeOsrBHuI27icQTzv9m1qZy/N+bC+Fyc79ka0C9amuG3YrXL/P2NQvU0Doswy9M+pbmY9rtJ6lO7pXhQjM3HEK6zeIXIlTZ4MA1HyzDgm3eRO9oVh2JxFHV0CxNGrPSrEizWbDd0yTcZmGod7ik6AW1CaGch8/y5kephTAXeYpYiVWMLx7aXpO/IVZ+mDQCM2R5XXqFMYa7Tu2OgR0KcbTOgXfn7UBlfTM+XrQLxTnp6FKSjSN1UfbANSjBoiPUFhaU4cbKiAzR4BPvg4M7ehfCxNC3Glk0j/wZUC8zQitqHWiZm4EuJTlS7ppajt/vGw9h2poDeH22tw3QTZ8sR0VtE4qy01Hk6eF35XtLcMHrC6R9ShXe84Iw8rHEiuGt80IYfir5Yu9cqd06f5rKs0NOZprVr6BNKiCXlWHBCrKFIFgqiDzSTKtnb6jIjOdkbSKAIJ5MIijxNPxKAcjN8b2ebYH4G4CfZZ85gF8ZY8sZY9cHOogxdj1jbBljbFl5eXnYgwu2ehcWb78tvALwyNm9cd8ZPXFG3zaY0L+N6j5Wq7/hB/hWBAvHlS1PcO3WMgfFOek+uQFKxCap6YobomgsNjldGPfvPzBnc/jXkwifaGQ2mAdXzpIdRzFvawWufn+J33eB7s1yYyuQJ8IeTgXNEDoRKZ8v2Q0LEyYRyof31NX+rUoOV5trIppIor3PyqlqaJbCrhhjaJGdJk1s2xRk+DRkD1bcBRAWIrq3ysWPk0b6TBQvGNQO39w0XLrHFeemY+tT43HdSZ0DnUo7wpD//u0KpMI2RqAoy46j9Q6pKbaQP56JnHQbGpvdul4s1EJm5QSaM3y5bI9P65wtT43Hcxf2xy1juvrsV6dILRFzpHLSbfhx0ki8dLG3kImy2MWtp3T18eKk26zgnOPfv27CvsoGaaFEjOpQC/W85oNluNkTvimSnW5DRW0TinPSAhp0Rdm+oXbBPH7io0Ss8BnK42exML8ic+m2CMI8gZieO5l2Kxqb3Zi3JXTBnkSglczK///WYIu2Ia5dME/e6O7eHP2stAj/ZwFQX7L28pchvgt44a5HO11uPDt9o1/xIrMST8NPzRRX/a8yxsZAMPzuk20ewTkfBCFU9BbGmOoyKef8Lc75EM75kJIS/2IRAQcX60rBF18IrwBcPaITbjq5S9BTqHn8AKGhurg6GE4zdnk+39BORQA4ymuaYGHA1qfG++0vxm33bpOHdoXe1TzxId7joenYergW938bQygsEZBoZDaSMNwr31uCY/X+4b9qZZhFbhvbDf+7ZYRqhTjAW4o/KCF0IlIO1zTBzYHebfP8cj7kVWszPd+lYsiOXoj2PitHDPUUEUvVZ9gtKMxKU3j8wkv279cuH8WyKoH92+VjcMdCaZKdk26DzWpJzMqwxvKvB4qy03GsrtkndLBryxypsXZY5faThBYyK0fN47f1cA3+/vVqKffx8+tOhN1qwV+GtEeG3SoZzIA3JSPbM0mWV/vs1y7fR+bl3zEG3H1aDx/DM91mwTM/b8TLvwsVPjM955RqBYQZe9e3NA/ltQ6U5KYHXPRTTq6DVWAUjTbR41ciy8/63y0jVI+ZpDCQIyYGvROvm1rP22SglczKZSVofn6IaxdoPgAAFwwqxfrHT8e9p/fAp9eeGNU4lYjPhH//3wAsun+stH3pg+Mw774xAOBzv+9UnBPWef8zcwtem70trAg6MxBPw28vALl53g7AfuVOjLH+AN4BMJFzLsVtcc73e34eBvAdhNBRzVCuMqkllgZl5kzhFQNyY8+qmJjcPmUlAN8buFrxjlV7KrFNViAh025FXZMLL/++FW4uhHMqXf2i98ZiYbhqeJm0vcnpxvS1B30+E/pAi5X1giArtXed2h0D2xcEnDAcCsebpoFOAJBu8CKVdc0+jd2zFauLYqjO23N3RN0OhYg/lQ0On8llC09oWUFmGjLtVtQ7XJi/VVh5D1XcRcnwLi1QmGXHRccLjxwxV/S4DgUajDxMNJJ/PVGULVSXlEeeDCkrkv4/qdj8OhBqHr/1B3xz95TVNeWLbWK+/pPn9cW8+8b4TGCVyA0/0XiULwIz5m3RBHg95OLvu/GT5T6RQLdP+dPvd6TbLDha50BFTROKc9IDevwYYz55csE8cukyLybgGyYaKGow5qJyMeidfEyzNh2ObRw64tqPvPUQg6ZphLh2wSKNGGPISrPhljFd0bVleAZYKB6c0AsPTeiFcweW+niLS3LT0a5QyNf+YdIIfHiNYA7c89WqsM77yixhgaS+2SUVMzIz8TT8lgLoxhjrxBhLA3AxgB/kOzDGOgD4FsAVnPPNsu3ZjLFc8T2A0wCs1XJwylYGykbTiUBUqlHd/Vd2xAequOJyqLoR/R79FV8v3+uz38RX52PSZ96but1m8YtZl3v1AODyE7x/a6ZsEv3ruoO48RNv0/eK2iZcpRIySCSeWAy/SWO64q/DOmJAu4KQ+wbyLLoS2ONRvMGL7DhSB8YYnji3L764/sSgK86p2JMpFXhn7nbsOdrg878TV3cLsuzITLPiWJ0DT0/bCCB0iJiS968+HosfGCd5hif0b4P5k0/B8C4RFoogfBALkK0/4C3kMrSsSPLomEnflAuhR2qbsEeRiqGMTJCHyNc1Cc/l3HS73z1OiVxP1EL0xVBmEXEROUu2YFLrcGLamgP4feMhn4IuIr3b5qGyvlkK9cwLcl8tyU3Hnw+fip9uHRl03P+5aCAGtMuXehgyxjD372Nw1fCygK0ZkhkuLA+f/ee01PQGxZKfLxbJKmsRXF61IjfDjmtP6uyX6y+nbUEm+suKwD36w7qwK/RPXX0Ag5+ciS+XmbsoTNwMP865E8AkAL8A2ADgS875OsbYjYyxGz27/QNACwCvKdo2tAIwjzG2CsASAFM559O1HJ/c8FMzvELy2mvCKwbsnnj84zsWBgylE2+K+yobUNvkxD1frQp6g5J77MRVGHnbhjn3jsEJMg+gfFVwf5V/qNzsTeW0QqIDYnFktS3IxOMT+/oV81HjzH7q+agju4ahIxrohMgAWcEOUQeuOLEjTujcQlVORfYdo5YOeoNzjic9ITbyKIciWYPrrDQrdh4RCr3ce3qPiFeQ021WvzxQZVGKuKOh/OsFcQIvepvSbRZ0bJGFnHTBSDCT4af0+A1+cqZfn1Fl3ry8krJ4DbNCFC4CfKMavr5pGADgo2uG4pYxQvqIsgm7OLY2smIq9U0u3PzpClzzgX83rPevOh4dirKw8WANmpxu9C3ND9nTtTA7DX1L1Y03kZN7tMT3k0b6PGvaF2Xh0XP6BDx/zIZfDHonN+ajbSKud3oGKNgGIOS161ScjXn3jcENo4OnLSWadJln/YMFO/Hhwp0RHf/rOv8aAWYirn38OOfTOOfdOeddOOdPeba9wTl/w/P+Ws55oadlg9S2wVMJdIDn1Uc8Vkvk96C/ntgx8hP8+KPwioERXVvg478NxS1juuKEzi2km7oa8hC2N+dsR9nkqViz17eP0uCOhT6hJWf3bwvAN2ykONc3jl8tF0xJOPsQ8UVt1besRVZYpa8jebAO7VTk019S5MTO6m0efNBAJ0TevmIwLvIkckfS2/L1P7aF3olIKNs8lTu7t8rBlcPKpO1nD2iLM/u1xrUjOyHTbpNW38PxTOsSDeVfLxTKQnMfmtALm54cD8aYlONXa6JQz3BSH5QeP3l+lVhYIitE4SJA8JRNu+0krHn0NPT36MOo7iW45zShabrYxF3MbxaNSrmnJNhkON1mkQpylBZkYkKABb9EcMWJHVGYZcdVw8vwzU3DIz9BDHonX/hWRoGlAjPuHBW8mFQY165dYRb2HtNXv7w0xSJ2pD25q01031IjroafnpE3+x3WJYpytz//LLxigDGGk7qVwGJhsFoY7j29p98+4s3oG0WIJwC89NsWn893n9odY3p4+1uJPazkK23Kh07f0ryQ44y5AioRM2rlki8Y1A7vX3V8yGMjXVFVW5kNqziGBjoh0jIvA7eOFZL++7fzXWUe0M5/1VmU4xW7juH3jYewYKs+qrQRwNKdRwEAb1w+GB1kIUODOxbitcsG47Q+rZGZ5n0UtcoLnPukazSUf70g5mECQMcW3n5uYg5XdThFn1IEeaXsH1b5h04C/h4/eeXu7Z6elcoc5UD0bpsnVccUUd6HxebqRbKewO/8VahyK2/b4DdOu0WaC3QqzvaLBkm3WaSG7mpNvLWkW6tc/PmP0/DoOX18WlqETQx6d+1JnXBW/zbo3y4fi3ccxRM/rY/qPMlk15E6DHlyBrYervX7LmTIfJjXTm89npXyqpwLy7n07UV+28xeC8C0ht8LM6SUQk17lMXKpSf45hqK+XlTVBpVyisbAsJD+J7Te0ifzxnQNuTvO6VnK6x4+NSg+4RTWZSIL2oevzSbBTarBd1ChMWF2wpCRC83xXaFWfjp1pH4x9m9fbZf6ynNP0Q2SWjryUXYV9mAaz5YhkvfEaq0nfXfuZjw8lws33Us4Krgyj2VGPLkTCzfdTQef4bp2Xa4Fpl2KzopGkHLkbdvaBmi9xeROOQeP/n/L8+EOX7yQja3fe7Nq5cbe0qP356j3tDzDZ48yUyNSt8DwHnHleKliwfi+lHediXhhJKmWa2Sx09e9Ouja4aibX4GvrhhGK4b1RmXntABVwyLIiLKIBRkpeGVSwdJoeW2YBUwdcr783eiotaBcf/+Awu2VfgYgJl2bWStOdYCPElE7PXbRmYEh1v1NlXRj8WTRIKVuQ/ISy8JL42R5+MBwRtoKml2cditFvzvlhF46eKBQRNk5chXC9VIxQanRkOtoquYkzDjrtF+jU3lDIwwdC7q/3ccdKJvab5fFTlx9VEsMAEE1pO1+6qxbn81Lnh9Ae74wr+yHQDM31qBitomTFtj7rj/eFHZ0IzCLHtQr7E8py8vI7KKnrohTs+EZCKvwtqhyOutNWOop5qRe1K3Yvxyh7fTlNLjJ2ejJ8ooVI/KUPRu443SybBbMXFgqc/idbDz92nrPVb0+Ml7sI3qXoIF94/FwPYFyMuw4+nz+oUVmppUNNA70WAvCtDSQs/I890ufXsxxv37D+lzyLz+MK9dpIvHyeD3jYeCfv/QBO8CMuccGw5U48/dx+I9LF1Chh+i7On322/CS2Ny0m34+faTpM+R6Js4IR7YvgATB5ZG9Hv7qSRtj+khFPR4ffZWLN91FAu2Vvg0lycSh9r6lDwM6MLB7fDRNf4dT1b94zQM7xpZZcOoDb846YQSsVJeW1nxjnA8D7+s8z4Ylu86hp2e0CtR/d+dt0PDURIilfXNyA8xoTqhkzfcPiE99+JBguQ/kcgXVOTFczLtVliYuTx+aj0Lx/VqhTKZJ1Q50X5EFq0gemJi9fhNk80P1AgUwXTD6M7S/9PNudSfTyuvUNLQQO+yPNfAiJ6gjADtNU7r3Sr0wWFeu2bP3PKhCb1C7Jk43rxisM9nZRGjmsZmnwVzeQrB6r1VGP/SXJz32oL4DlKn6HwpR8f88EPofaKkuywZVxnOGYxgYQoPnNkzaLPLFy8agHH/ngMA+Pbm4RjUoRA7Kuowa9NsLNp+FFe9vxQ1jU4MbF8QsBErET/Ucvzk8fuMMYxUMfDyg/TuC0RjtKG9cdQJORP6tcGBygZcfmJHfLp4NwAhPHVIx0Is2xV6Ba+6sRkXvC7c8Hc+MwEMBjU0DEJVgwP5mcEfNe2LElyBMx4kSP71AGMMOek2U/Xxq1Ex/EQP3+juJfhjc7nf91kqRl4wr2CkqBnePVvn4o5x3VCYlQbOOR79cb3n91px92k9cNMny9GlZQ5+XS9EOPQ3ajElEQ30rqfHi9q2wHhh5srwYpHi3DBypcO8dhcPbY+vlu/FGX1bRzK0uHJiZ//aHJxzMMbw46r9uPXzP/H0ef1QWpCJfZUNOK5DFPmjKQoZfjokVHhnmtUiud5z023SA+ms/oFz+q4fFbwcb9eWubBbGZpdXCqDLm9GKz7gt5f7JxAT8Ue0+wZ3LMRyj3HTUnFjDze0NxTiyn5xThoqah24dmQnTc6rFVYL8ysv/c/z+6F9YRZe/2ObX4l1kb8MbgcA+HWd72KK3MH06eJduOyE1M1pSQaV9c3oUhI8D5UxhnevHBJwEkMkjx8njUS2St5YdroNP689gMnjeyLDbsW28lrc+cVKfHTNUJ8Q0VRg8fYj2H3Ev7KheM99+69DpAbtctTCJLXwaN85rjtenLlZtQ2UxcJwx7juAIQ+wF7Dz4LR3Uuw/vEzAADXndQZhVlpOPe4yKKDUpELBpWibUEGhqkYE3pHPk+TU5KjXZGswR2LsPOZCZqdTwvU2m/UOVw4WuvArZ4c3JkbDmFfZQPO6t8morSpVIdCPaPl+eeFVwJQ5nf1bOP1CLbyeH0ePqt3zIItJvBmeyq2qd04dB/vn6KIHj/ReAF8Y/u15NqTOuPBM3vhouOFdgrBGvv6kECdEFnywFjMvudkdGyRDYuF4ZYxXaXvlJXIxPmWsqqeXG0e/G6taj4lET1VDc0+BSQCMbZXK4yIMCxZVyRB/hNBv3b56KxiuLfIScOh6iZ8u2IfAOC1Wduwem8Vpq45gL3H6lOmGvSuI3W46K1F+Hmtfw6weI9Js1lUjd1gBY1i4cx+gufljD7B2zDIQ0+VnsaCrDRce1Jn40+INdA7xhiGdyk2ZJh5TItlBr9n/VPReuqGj5fhianeyqxiQaWfVh8A4K14a3bI8IuWhQuFVwJQVllMt1mkppzj+7bG+1cfj6uHl8X8e0RPjxjvrpYYrBa6QsQf0RYplhnj8fKOZNituG5UZ/RtK+R9Bm0AKyeBOiHSMi/DJ8cG8OYhrNnn2+ey3uEC5zygR1Bk6U5zJnzHA845KhuaU7Y5sg9JkP9k8sHVQk7x0bomAEBRtvA/3llRh5H/moXPl+xO2ti0RHkfkROqVU7f0nz8dOvIsFs4hEu3VrnY+cwE9FNpbRMILauJ6gqT6Z2SmEKHDX7tLhnawSd3b/7WI5ix3hvRc6Cq0Wf/cSp5j/sqG/y2pTqmdN8c06JAyTffxH6OMBHDOrPTrKjz5F+JFQ1tFotP775Y+N/NIzBva7lPyOADZ/bE09M2Sp9T9uGhc7invEuRrK9WoKRukbP6x9aUd3y/Nph512ifiotBSaBOBONwjTARFfP4RH5afQCPT+wr9dPKDJDQb/gVcB3R2OyGw+mOKtfUcOhE/hNFcU460qwW1DYJzyQxUmSXJyRS2YPOqARrDh1Of7O+pfkY26tVwN5/iaJTi/h4H5OOyfROU1Lg2llj9NJuOVSD0oJM/Pe3LThS58Cj5/TRaGT6xZQev/u+WZ3sIUTErZ8J8coD2hcAELw/mZ6QSy37zvRum+eXC3jece18PpPHLzm4PfMLeTNdtTYkYn7mJ387Af+95LiYf2/YRp+OUF6V+87oKb2fu8W3AMOlby/CjvI6n21OA5SuNgpVDUIOUkFmauV8EQLZ6Vap2qXY73WLp3plrlHbcihoDGLchdtw/Nkg7XYSRfdwIzcIQxGoEKkBo1aj4o5Tu/ttY8y3Wu03Nw0LePxV7y+Fy83xwozN+GDBTpR7Fo5TmdS4M0eAy83xq8wV/P7Vx0d3omeeEX5OnqzBqILz28bDALwrqnI9VysxrSUligIimZTjlxTE/7lFdjdXy0eYfsdJaHC4ktMEO4E6EQxlaHTbggwMLSvCkp1HcfuUldL2hmaX1NxVjhFLeuuVygYhusIUoZ46kf9EkpNhk55BYqGRHR6PeqoYfk0BchU//ttQDCkrCuscYlh+sYYFN8LloQm94HC5k/K7E4IJ9U6OO5bnVQpcu/8b0h7dW+Xi3FfnS9vsFgsy06xoaHZhRNcWGNwxuJ4u2u6dBxytc2BfZQPaFmSgZW4GVu2pRGlhZkrpT2rcmSNAHpOfm26LPkxy5UptBhSA2fecjBdmbMaPsvCQ48uE1cV7T+8hCfn3K/fj7zKPRrzJoqp7SUHezuG3u0cHDD/KzbAnL8QqzjoRLlnpvre1TLsV/3d8eyzZeTSs45V5O0frHLh9yp/49/8N9FsIIYJTWe/x+Jkh1FMn8p9IstO8VaWrFa0d8lIg1LOqoRnPKnKCGROibiL1Ym984gwthxY2157UOSm/N2GYUO/kLA+jhVFAUuTaKXNoHS631HM6nArDl72zWHpvtTBpfn1CpyIs3nEU7QozMe++UzQccXIxZainSFosSbFTpgivOFFWnI2hnXxXKTLTbHj7r0PQvVUuWns8Og+cGf+GmpcMbS+9V+snR8Qf8bJbGEOXkhz0LQ0/qT9hxFknwuXmk33DlbPSbAFLXouM6VEivVeGgn+yaBfmbqnAhwt2ajZGsyB6g7LTTbDGqBP5TyQ56V6PX20KGn7PTt/ok8fXrWWOtPgZ6p6iJMNupXYl8cCEeifni2V7oj84Ra5dsOdLcxh5uHJmbzosvV+8Q1gs3nsstQrAmM7wkxsuWubHxYM0xfimrz3gt0/r/Ph7ILq19OYGhKpiRsQHscWAWeL2YyHDbsUlQztIn/Mz7UhXFMI5VVHda1CHQvw4aSQA4FC1b4y/GPp5tN4R99DqVKPBEyZHucGpiRjqedeXK/0amKdCqGdjs/d5993Nw/HFDcOkdAcy4ohkEyzMk/llu6cuyp7GcgLl6AY6ZqFK+ofIhgPVqFbpnWk0TGj4ed/bLDH8+U88IbziiHJ85ysKrQBAmjX+Dx95lcNZm8qxcNsR6nWWYNwyj59uSYBOhIs89KOsOMuvEI7SEMnLtEuVUwEhxOvC1xdg1sbDaHIKxstni3djoiyPgAiNGJKcaYZJso7kP1FkpwuhnmIvPzk5KWD4yXulHtehEEXZaVIzezL8dIIJ9U6kJtaFyBS5djarBa9dNshn24bHz8DZA9ri8QBVOr+6Ub3gy9ytFQF/z/iX5uLcV7xzgAtfX4Bpaw7gaJ0DV7y7GLs9FY31jvHvzBEi9/ipVUUMm03Be4FpgdIj2b2V1/MmtlxIROn5i45vj/KaJrwyaysA4JK3F2Fwx0I8e2F/dFFp7Etoj2iU6LrTQAJ0IlzEPL/bx3ZDbobdbxFFqTcZdotUlRAA5m2pwLJdx3D1B0t99tvqqVhIhIfYxNsUk2QdyX+iyEmzoareuwLesUWW1M7BrtIH1mio9UjLjDLUk4gTJtQ7kZog3qew1ohT6Nqd2c+3fVVmmjVoZfNA9ye1Fi3ZaVaUTZ4KAFI7KIfTjWW7jmHZrmO469TumLulAl8s2417T09czY1oCfvOxRjLZIz1iOdgEoHL5TX8YvKefPKJ8IojSsGUT1b7ts0DkJicuwy7Ffec3gNpsvEs33UME16eG/S4i99aiLfmbIv38HRFvPRE9Pjp2eGXCJ0IF7G3j9PTB0PZ6Fip+2k2i09pdrEapRpbD9doNUzdEC+5NVWop47kP1Fkp9twRNYXN5HVWxMxJxHvI/1l9w8xn8gUixlGwEB6p7XMOl0xzv8MdO3CYdH9Y8PeN5JUrzqVYnr1Dq+31Wi57GEZfoyxswGsBDDd83kgY+yHOI4rbrwhM0R0PYmGb882wDfs5Onz++HFiwYktMiHQ5HfJ89/UGPR9qM+zd9TnXjqiTfHT+dCqxN6tRG848d7yq3nZ9rx7c3Dpe/lN20A6FqSC7vVguf/MgBA8KbNGw+mluEXT7ltcAj3CJokpybKcM5EFf9K1JykvtmF7DQrvr7Re+/ISrPCamEp4dEkEkc8ZDZY6yEzzhRa52fgtlO64u9nhLat06wWbHziDORFGZIujxASI1tibSafKML9ix8FMBTAbADgnK9kjJXFZ0jxZd2+aul9TGGS//iH8PPxx2McUWDkD5Z7T++BzsXZ0uesNJtfc/VEI8r4qj2VcLrdIXulmIBHESc9EedTur6tJEAnwuW0Pq0x9+9j0L4oS9o2qIPXo3f1iE6YtuYgfpg0AnkZdpR5dEsM3/piaeBKaYerU67B66OIk9w2NLuQZrMkJCQ96ehI/hNFTrqvQR9pi4MYeBQJmJPUNznRIifdpwJ4VpoVGbFUBCe0xTh69yg0llllz1o5YXmfjHPtwuau08JzqNqsFmTYrchMs/q1ogGAW0/pijX7qrD1cK1qVc81+6qk9x8u3AUg/n21tSLcu5eTc14Vejf9Iy/gEFOo5549witB3DCqs+68PTlpNvz961WY+Op8XPD6Qrw2e6u08mHS4i9x0xNvjp++ZMCHBOtEKORGn5Ljy4qw85kJ6N+uQDL6ACDDU/1zS5BcvsM1KWf4xU1uGxxOcxR2AXQn/4lAPrm8cXQX/OvC/on61QmZk9Q2ufwm0EJ7GJPItBEwjt5pLrNiKoMaeeGEXRvn2mmOGFFXlK1e3fO840rxwdVDVY3rsslTseeofyGXl3/fqu0g40S4Hr+1jLFLAVgZY90A3AZgQfyGlRhiMqTef1+7gQRgWJcWuGVMF3RtmQObDsJKxvVqhZkbDkmfa5qc+HLZXunzs9M3YerqA5h620lojjX23JjETU/E+7ue7b5E6ES8aZmn/hDIy7Dh/jN74flfNuFwTWOCRxV34ia3Dc0u8xh+KSD/kZIjM4ruO6MHGGMoLcj0yYmLEwmZk9Q7nH7Nocf1aoWSIOXjiQRjHL3TXGZFo+Sdvw7BtR8t8/nu7AFt1A7xxTjXTnPEiLoW2UKUwjkD2uKHVful70X7oH1RFg5U+T/zn5y6QfW8K/dUYmD7Ao1Hqy3hWhO3AugDoAnAZwCqANwRpzElDGWYit7IsFtx7+k9kx7SKfLaZYOw5MGx6FKSHXCfdfurMfDxX7Fqb2XiBqYfNNWT2iYnHvrfGtQ1OSU/ta49fgbggTN7orQgM+D3HRRewrtO7Q4AWHj/WFwytAPaF2WhPPU8fnG7vzc0u5FphsIuJmVE12JccWJH/Pv/BkgTpfmTT8Hrlw+O969OyJykrskpVQgWmdC/DR44s5fWv4pIfTSXWTHHz6ooVPLchf39etcSvojpB2K7pjRF+HZZC2Eu8Pplg/DiRQMwrlfLsM57rgFaPoX0+DHGrAB+4JyPA/BgJCdnjJ0B4CUAVgDvcM6fUXx/GYD7PB9rAdzEOV8VzrFa8N9LBoXeKRD33y/8/Oc/tRmMAUizWdAyNwOfXnsiTvznbwH3q6xvxl/eWJjAkSWfWPQkEG/P2Y5PFu1G67wMtMzL8PweLc4cJwygE9eP6oLrR3UJ+L2yKuGkMV1x6yldpUltUXYaft94GPd/uwZPn9dXd+HXkRIPuZXT4HCZJyzOAPKvNcU56Xji3L4J/Z3xllk5dQ4XSgtNIr9GxQB6Fy+ZFT1+8kKAfz58Kgqzw8y1NcC105qvbhyGGeu9kWtiJOfQTkX4erkQwbb1qfHSs71FTjrOO64dzjuuHc58aS7WH6j2O6fRCGn4cc5djLF6xlh+JPHJHkF/FcCpAPYCWMoY+4Fzvl622w4Aoznnxxhj4wG8BeCEMI+NCjH1bEjHQrTOz4j+REeOxDoUw9I6PwOt8zJwsDrlQt6iJlo9CYZYIc/NDVLVMwV0Qnl9LYqiJHuPCXH9ny/ZjS2HavD1TcNhZOIht3Iam13INEu/sxSQfyMQb5mVU9fkRFaaMUq0mxYD6F28ZFZs5yAvnhVRSwEDXDutOb6sSKr2DXjnVvIFykCpVZYUeZSFKyGNANYwxmYAqBM3cs5vC3LMUABbOefbAYAxNgXARACS8cY5l8c3LwLQLtxjYyXm+fNbb2kyDqNCRp8q0ehJSP49YzOeOb8fAJ1X9Uwxnfj+lhF+2zYf8hZ9WbbrGGZtOowxPcILAdExcZFbwJPjZ5ZQzxSTf50TN5n1nAeP/bgeB6oa/XL8CJ1hHL3TXGZ3HRFOY5NZJMqQxaAY59rFDTGNJsNmQau8dBwKUrU7WKrNB1cfj6veX6rx6OJDuIbfVM8rEkoByMsF7QVwQpD9/wbg50iPZYxdD+B6AOjQoUPIQXnL4ut6Cp1SuNzcHOXcw9STSGUWAD5eJJQLjqTpKBEds+45GT+s3B9WgYqr31+Knc9MSMCo4kpIuY1GZgEh1LMwK3FNvQnTEDeZBYQetR8s2AnAOE2ZCd2jucxO/nYNAMHj9/5Vx2N7RV2IIwglp/dpjT93V6JDiyx8cPVQNLsCV0rNCJA3efmJHdCtVa70uWzyVDx6dm9cNaKT5uPVgrDuaJzzDxljaQC6ezZt4pw3hzhMbYaqWuqRMTYGguE3MtJjOedvQQgRxZAhQ0KWknRr1RDtnnuEn88/H+OJUp+fVu/HxIGlyR5G3AlXTyKVWUAomgMA6VYdrz6niE50Ks7G7eO6JXsYCSMcuY1GZgEh1NM0OX4pIv9GIJ4yCwAOp3fyF1ZZfCJ5GETv4imzWWlWDO5YiDGRDsog1y6e3Di6C/42spNP3+xAXDGsI5bsPIpf7xyF016cI21/9Ow+aHT6GowfLdylW8MvLJ8wY+xkAFsg5N29BmAzY2xUiMP2Amgv+9wOwH7lToyx/gDeATCRc34kkmNjIWa/SUOD8DIpX94wzKfK0b2n98CJndUbuDc4XIkaVlKJUk8C8l+VnjARhXEkGhPoREuVMu6Xv7M4CSPRDq3lVo6p2jmYQP71QjxlFvBW+gOAkhxq3aBrDKJ38ZTZwqwwi7koMci1izfhGH0AcPaAttj05Bno1jIHjAED2hdg85PjYbNafFrbAMH7CCebcGMYXgBwGud8EwAwxroD+BxAsJrNSwF0Y4x1ArAPwMUALpXvwBjrAOBbAFdwzjdHcmy0aNZd7tVXtTqTIRnaqQhDOxWhbLIQudCjVS7aF2Vh0faj0j7nDmyL/63cH9R1nmJEoycRoWvDzwQ68cOkkX4VbedtrYDbzdHkNGzrgrjJraly/Ewg/zoirvfaJtnqfVG4FRKJGwZYYQAANLVJREFU5GAcvYubzBZEG05vnGunG8Q2GfPuOwX5mXafOdmVwzriw4VCWk5eph0uN8fXy/fg/EHtwjYuE0G4I7GLwgoAHiMtqKRxzp0AJgH4BcAGAF9yztcxxm5kjN3o2e0fAFoAeI0xtpIxtizYsRH8XSHRc3FEI5KdboNTYeBdPFSIUX/4e03/dXomYj2JFJPkSuqW1vkZePDMXnjjct9WMDd9uhy9/jHdTwcMQtzktsFhIo8fkUjieq+Ve/xyMyjHj9CEuMmsacLpdURpQaafl8+qKPv5zYq9uO+bNXh77vaIz7/3WD02HoxP64hw72jLGGPvAvjY8/kyAMtDHcQ5nwZgmmLbG7L31wK4NtxjtUCchBRkxriKd8cdws///Ce286QIFgYM71KM4V1aYHy/NmhqdgVtlJ2iRKUnKYNJdOK6UZ0BAH3a5km5l7+sE/oCOd0cBuybGxe5NbgXNHJMIv86Ia732sZmYQHngkHtMKRMPYWB0AnG0Tv9zQ+Mc+0Mgbz43rKdRzHAUyDucJBKoWpwzjHyX7MAAD9OGol+YRSai4RwDb+bANwC4DYI6XFzIMQoG46xvVrij83leODMXskeSkrRs3Ue8rPs+Oy6E1W/7/OP6Vj72On67kMXOymjJ0RoSlTy/ZxuzYLJE0lc5FYMl9N1eDJhVOJ6rxU9fucMbKvVKQlCU5kV+89dO1KfBUTMiDytKT/TLkVouSKcFzS7vPvvOlqXNMPPBuAlzvm/Aak5u6EznrPTY1yFphUSAMBn156AzDQr8kPEmNc5XFi4/QiGdylO0MiSQlz15PaxOq80aTKdUOvp43IZ0vCLi9w6PA/BNB3lNsQVk8l/konrvbbJ4/FLp0UL/WMcvdNUZkVbIqaqs8a5dobg+LIivD9/JwDBCJQMPx6p4ec1ICM8NCzCvav9BkAet5cJYKb2w4k/bo+2BGvESITP8K7FOK5DYVj7/rG5HD0e+hlXvGvsKohBiKueZJklZM4g2FTyLZ1uQ+b4xUVuxZL4NHkm4kBc77Wit5pypwgN0VRmXdJcNrZBEdohT2vYVl6Hf3jqW7gj9vh55xHuOFh+4T6RMzjnteIHz3v91ioNgnj9Y7b7brlFeBFBkZe//3N3JZqcbszdUpHEEcWVuOqJ7qvLmUwnnji3r982g4Z6xkVuxYeXnqqZxRWTyX+Sidu99tPFu/Df37cAoEULQ2AcvdNUZkWDwBKL5Weca2cIAhUym7J0Dw5VN4Z9HnmoZzI9fnWMMamMHWNsCABDNv8Qr2HMuWaZmcKLCIp8tWLJjqNB9kwJ4qonbfJ1Lm8m04lWeRl+275ZsTcJI4mZuMitw2w5fiaT/ySjucze8ukKXPHuYjz43Vqs2F0JgDx+hsA4eqepzIpTq5ii14xz7QxBsIWiTxfvVt2+dl8Vpq896LPtvfk7pPfLdx3TZnAyws3xuwPAV4yx/RBsp7YALtJ8NAlATIiN2eP3/POxD8YEvHvl8bjxk+U4s18bvDvPK8xlk6fitcsG4cx+bZI4Os25A3HUE7tV5zEdpBN4dvom3Hxy12QPI1LuQBzk1nQeP5L/RHIHNJbZqWsO+HwuyLKjg46bMBMejKN3d0BDmZU8frFMC4xz7QxB15Y5Ab/LCVBX5Kz/zgMAjOjaApsO1uJYvcOnGMzHi3apRhfFQtAnMmPseMZYa875UgA9AXwBwAlgOoAdwY7VK5qskhBhM6B9ARbePxa92+T5fff1ckN6R/xIlJ7Y9G74EQBgmF5+8ZZbqupJaE0i5yTdWuZQ31QiZuIlsy5O9Sr0Rm6GHZuePANje7b0+27WxnIAwKHqRnwwf4dfpc/5W4+gorYp4gqg0RDqifwmAIfn/TAADwB4FcAxAG/FcVxxQ5NVEgC4/nrhRYSFmtHSbJAJchhoridcJbBb2RxUd5hQJ367ezT+d8sIn23P/rIpwN66I67392azVfU0ofwngYTNSfJj7fVLJAb9611cZJZ7pk8xGX76v3aGI91mxVUjyvy2L9x+BABww8fL8eiP69Hnkelhn1PrxeRQT2Qr51xMzLoIwFuc82845w8DMFw8EwD8sGo/AIAhRsuvRQvhRYSFTcVoEXOAUgDN9UQtoVetiqSuMKFOdCnJwcD2BXjhLwOkbUt2HEVjswv//W2L3mU8rvd30+X4mVD+k0DC5iQFIVoUETpB/3oXF5nVxImh/2tnSE7qVhLwu8OeIi+NzeHPDWqbnACE6qCRVghVI1SOn5UxZuOcOwGMBSBfGgg3P1BXrNtfDUCDHL9//jP2wZgINY+fQSsgqqG5nqj1fdF9SIeJdeLsAW1x91erAAjVV9+Zux0vzNiM3Awbrhqh2wa7cb2/i5XJTJPjZ2L5TyAJm5Pkx9IfjUgc+te7uMisS4uqnvq/dobnj3tPxujnZkuf5XO7eocz6LHPXdgf9369GnO2VOCcAW0x8dX5OFjdiKUPjotpTKGE7nMAfzDGKiBUH5oLAIyxrgCqYvrNSUbvc+hUQ81btXzXMZz/2nx0bJGNSad0RZeSwImxOkdzPYlH7xYifsi9Wq3yMiRvV1VD8Bt7konr/d3hcgEwkcePSAQJm5PkpBtybZvQH3GRWbdUqJAms3pG+fyTf3599ragx+ZmCItPt33+J07r3Qpr9gni0uBw+fQMjJSgdzbO+VOMsd8AtAHwK/cmHlkA3Br1b00S8rwpe6z5UldfLfx8//3YzmMSbAFW/VfsrsSK3ZXYX9mAm07ugqGdipCVZqwHbjz0xJB9wEknAABNTpfk5Xpt9lbcPq5bkkekTrzv7w6n6PEzycSE5D/uJHJOQh4/g6BzvYuXzIpnscZi+On82hmZ1y4bhNpGp9SGKy9DmNfKI2AcIXL3xGMA4JTnZ0vv9xyrR/dWuVGPLeQMm3O+SGXb5qh/YxL52dMro2OLrNjc4wDQvr0GIzIPofLTDlY34qr3l2LiwLZ46eLjEjQq7dBaT/ZX+bf34dC5F5B0AgDQ1OzGL+uFe02TvnP84np/F4u7mKYJNsl/QoiHzDY5XX7bKMfPIBhA7+Ihs5rk+Bng2hkVeauy8weV4tsV+1A2earPPoerm6T3hVl2HKtv9vk+T7b4tL/K2wA+1sKIxnKtxMiWQ7UAgF1H6mM/2eOPx34OExHK8GvyJLpuK69NxHB0z4cLdvpt0330J+kEAOCXdQel/NW2+f5N3s2CGO5qmhw/kn/D8viP6/22iSv1hM4xqd6JZf9jyv036bVLNIEiDL/7c5/0ftrtJ2HYP38HAPzrgn7o2jIHRdnqlYUbm/0XqiLBJE9kAd17TFIYMa45kAF40FPp6FhdM9Z7CvCYGbUqqMU56UkYCREuQzsVAfD1cO2vasS/pm/EI9+vTdawkobUzsEsHj/CsKxTPHMm9G+DEzsXJWk0BBEaqSe13qt9E2H1YJYvNE0cWIrBHYvQIkfd8Hvl960xjcdUT2RNPSaXXy68iLDo1SYP/dvl4+0rhwTdb19lA858eW6CRqVflDeKoWVFaK1375HJdeLLG4Zh8vieqHP4rsa9PnsbPly4C39sLk/SyJKDmL9gGo+fyeXfyCh7TV42tAMVzTAKJtQ7zrm0WBGT3WfCa5cMqhqaQ+8E4Knz+qIwyy7dj9JtVtw21r9GgFgxO1pMFeqZYReq4GgSftWjR+znMBEZdit+mDRS+jy6ewkaHC4s2Xk0yFHmxaq4m7cp0LnRB5BOABjYviDgd4u3H8Ho7oH7+6QapuvjR/JvWJQLbYGKkRE6xIR69+2KfVL7oJhCPU147ZJB67zw5m+XndARl53Q0Wfb8C4t8PJvW6TPNgvD8l3H0OR0Id0WXWVPUxl+HVtkAQBeukSD4iEPPxz7OUzK6kdPQ4bNimP1Dpzw9G+q+3DOTb3iqgyJNcSVIJ1A55LsgN+p9WZMZUSPn9KbkrKQ/BsW5UJbOKFZhE4wod5tOOANTY5pmmTCa5cM0u3Bn4HZQVoznNi5hc9np5vD6XbhxRlbMHl8z6jGY5InsoBYcKEwSz1ulkgMeRl2pNksaJWXgVn3nKy6T6gyt6lO7zZ5Pp9N4zUxOOnWwDdwt9tchl+z02QN3AnDolxkjLndE0EkCOWiBaE/xBZlN53cxe+7Ud1L8PPto4IeLy4o/21kJ2nb1sPRF0I01d3N6TEmQlWYDIuLLxZeREx0Ks7GoA4Ffts3HzR3dU9lwnamPfpmnQmDdMLHQD+9Tyuf78ywltHscqNs8lS8M3c7HC4XrBZmnokJyX/KYOJgE+NhQr2TVz+PKdTThNcuGVw9ogxXjyjDLWO6+n13waBSdPBEIwbilztGYckDY3G/zMM3c8OhqBeTTWX4rd0nuMc1CeMYOFB4ETHz0d9O8Nv2xbLdSRiJfhB7vLbMFSp5ZgQJBdANpBM+ht/tY7v7fGeGyeTROgcA4D8zt6DZxc3TvB0g+Tcwuem+WS9Ok3nnDY0J9W7WJm+hsJjW1Ux47ZJBVpoNj5zdBznpNtitDFcNL5O+61uaH/J4u9WClnkZsFktPjVKfll3MKrxmCrH7735OwDEuEIiMnly7OcgAEB1cvjJot148tx+SRiNPhDnHU+f1w93frESFw0xQKNV0gkf71ZbRUEeMzQyr6gVGtJaLQwOp9s8+X0Ayb+ByfIsrA1ol49Ve6uk6CDCAJhc72KqhWDya5cMtjx1JgDg0XP6wOXmEUfEjO7REp8vERwjRzwLrZFioqeyt8hAG72XxTcZ6TYr8jL81yBen70tCaPRB26Px69jiyyseex0dC7JSfKIiHBpnZeBMT1KpCrCIvUOFz5euBPLd6VuJdsjtcKDyG5lcLjclJtKGAKHy42OLbJw6ylC6fSuLel+S+gTl8IbbTVDKEmKEk0axGPn9JHeR+vEiutTmTF2BmNsE2NsK2PMb2mBMdaTMbaQMdbEGLtH8d1OxtgaxthKxtiyWMbx/cp9KJs8VSoYokm1yAsuEF6EJqx+9HQ8d2F/n23/mr4xSaNJPuK93VCVTUknAACz7z0Zb/91iI+Hr01+Bj5dvAsPf78OF7y+MImjiy+ix89msZjP40fyb0jcbo7vV+7HnqP1GNe7FXY+MwEFVADOOJhM7z5auNPnc0x1iEx27VIB+WJqvcMZ1TniFurJGLMCeBXAqQD2AljKGPuBc75etttRALcBODfAacZwzitiGUdVQzNun7IyllOoM2yY9uc0OXmZdr9tsfQqMTJijp+R7D7SCQGlpw8AMtOsMTddNQLyUM9mlxt2M3n8SP4Nyf6qBgDexTbCYJhM78prmnw+x7Q4bLJrlyrMn3wKRjzzO56cugHXntQ54uPjmeM3FMBWzvl2AGCMTQEwEYBk+HHODwM4zBibEK9BLNp+JD4nvuee0PsQEaHmtn5q6gY8PrFvEkaTXMSWb5rkoyYK0glVerXJQ3VDs8+2beW12FFeh3G9WwU4ypiIoZ4uNzefx4/k35A0NruSPQQiFkymd8o5QUxzBJNdu1ShtCBTeu92c78q8KGI51O5FMAe2ee9nm3hwgH8yhhbzhi7PtBOjLHrGWPLGGPLysvL/b6n+GfjoJZQv/FgTRJGEl9CySzgzfEzSyX8VGX+5FPw1Y3D/LzZY1/4A9d+tAzLdx1L0sgiIxyZBYByj8evssEhePzMZPgRuiJcma1pFMKl1PLMCSKRhCOzyiltEy1cmJovl+0JvZOCeD6V1aaskQRTjOCcDwIwHsAtjDHVDoec87c450M450NKSkr8vo9bD6lzzhFehGaoldDWpOeizggls4A37MhQHj/SCT9KCzKRk26TGrAquferVQkeUXSEI7MAUOHx+DU2u1Hd6DRXcReSf10Rrsz+7UOhhMB7Vx2fqKERWpJCehfe3MB3ntTkjKECbQpdO7Mydc2BiI+J5xLXXgDyGvTtAOwP92DO+X7Pz8OMse8ghI7OiXQQShfoDaMjj4dVZexYbc5DSIjVqjq2yMKuI/UAgPUHqrFqTyWKstOwr7IBJ3ZukcwhJgy3EXP8SCcCUpjln78KANsr6hI8kvhSJQtprahpQnFOehJHk2BI/g2J2Hsyhzx+xsRkeqdcH3fEYviZ7NqlEv1K87FmXxUaHJF7fON5p1sKoBtjrBOAfQAuBnBpOAcyxrIBWDjnNZ73pwF4PJpBKEM92+ZnBtgzQm6/XZvzEBIn9yhB15Y5eO2yQTjtRcHGr6xvxsRX58NuZWh2cex8Jm7poLrCW9zFQJYf6URAikxSJVAednS4pgltCzS63xoBkn9DY8YiYimByfRO4fBDcyw9J0127VKR6sbm0DspiJvhxzl3MsYmAfgFgBXAe5zzdYyxGz3fv8EYaw1gGYA8AG7G2B0AegMoBvCdZ9JrA/AZ53x6NONQRgqmYORgylCQlYaZd40GAIzpUYJZm7wx7mJFRM65sYyhKPEWd0nuOAht+NtJnbHjSD0OVzdi8Y7U7ePX2OxCcU46KmqbUNvkRE46eVEIY9Cu0ESLFIRh4YqMqZgMP8KwTOjfBmv2VSEzLfJnbFyfypzzaQCmKba9IXt/EEIIqJJqAAO0GIMy1DPS6jcBGT9e+Pnzz9qcj/DhzSuGoPtD/te23uFCtgkmk4bM8SOdCEh+ph3/veQ4fLxoV0obfk1ON1rnp0ttHfJVWrSkLCT/hqRP2zy0yc+gQkRGxWx6p/D4FWXHEE5vtmuXQtwwqjN+WLnfp19wuKT8DFpZ3EWzKp9nn63NeQhVAhWFqG5sRna6DW43B2MGC4WMAEPm+JFOhOSCQaVYtacSXy/fK21zutxYtbcKgzsWJnFk2tDY7ELrvAys3VcNACgIkNuYkpD8GxKXmxtrgY3wxWR61yJHSBs4o09rXDi4Hcb2ahn9yUx27VIJxhhuPLmLlBYUCSlv+Pn1PNHK43fzzdqchwjIeceV4rs/9/lsq2l04qZP5mPlnkrcP74nbhjdJUmjiy9caudgoAkJ6URIstJseP4vA3wMv/u+WYNvVuzFm1cMxul9WidxdLHT2OxGq7wM6bOyjUVKQ/JvSJxuDpvVQPdZwheT6V3LXOH+es/pPdC1ZU5sJzPZtUs1zhnQNqrjUj62QenxM9REmvDjuz/3YeWeSgDARwt3JXcwceSpaRsAqPdEIVKLb1YIRuAzP2/Ewm1Hkjya6OGco8npQmFWmtS43VShnoQhcbs5rJaUnwoRKYIYDWSnxQoiSlL+bqd0g2oWxj9unPAi4oZa0vLrs7clYSSJp7FZ+NsNFcpKOhE2d53a3W/bjoo6XPL2oiSMRhuaXRxuDmTYLcj3hHiaKtST5N+QON0cNIc2MCbTO03z/0127QiBlA/1VPY80czjd9FF2pyHCIjTFXnsMpFESCfC5rax3VCUnYaH/rfW77vnftmIe07rYSyjH0CjU2jlkGG3oiDTjvKaJnN5/Ej+DYmLPH7GxmR6p2n+v8muHSGQ8oafsgSSMvQzaq67TpvzEAHJSjNvX6VTerbE7xsPoyjbQP3fSCciwhbgXvTqrG24YFA7dC6JMX8jwTR6evil262Sp89Uhh/JvyFxuXlAXSQMgMn0zu3WMP/fZNeOEEj5ZS6lx6/QJI2UU4FHzu6De0/vEfB7Rxj9a/ZXNuD7lftC7qc3stNt6FycnexhEHEk2CLUF8v2JHAk2tDkCU/OsFlQ4LnPmsrwIwyJ0821K/pGEHHGkK2eCF2R8oafstKpZobfyScLLyJu5GfZccuYrvjp1pGYdc/JOP+4Up/vu4VR0erStxfh9ikr0eQJQzMKLrfbeJMR0omIKC0I3DD6zT+2J3Ak2iDqWLon1BMACjJNtNBG8m9IXG43efyMjMn07r35OwAAmkQnm+zaEQIpH+qpLO6SbtfI1r3qKm3OQ4Skb2k+AKCLx9DLtFvRqThbCgXlnOPdeTtwVv+2aJ2f4XPs/spGAEB9kwvpNuOEjrrcXLuek4mCdCIihnctxufXnRiwoMvyXUcxuGNRgkcVPY0yj19hdhosDMjNSPlHjBeSf0Mi5PgZ7F5LeDGZ3m09XAtAI4+fya4dIZDyT2VlqGeaVmU9SWESjli+mDGhwfvMDYcx/qW5ePLcPnhy6gas3FOJ6kYnTu3VElcMK0NVfbMUDlrncKLQQPlyLreG+aiJgnQiYoZ1aSG9P7V3K8xYf0j6/Pwvm/H59ScmY1hRIeb4ZdituOLEjujfLt94XutYIPk3JGT4GRyT6l0Ufbv9Mem1MzupH+qpKO6SZtPoT25uFl5EwpBXXstJF9YsNhyolrx6VQ3NmLO5HA9/vw4A8Nf3l0j71zUZL9TTcJMR0omYePuvQ/Dz7SdJn41W3KjJKSyypNssaF+UhbP6R9dc1rCQ/BsSF6fiLobGpHqnyfzApNfO7KS+4Rcvj9+ppwovImGIHj8LY8hO906Kb/38TwDA3C0V0raz/jsXqzyN3gGgtsmZmEFqhIvDeN4S0omo6CQr4tOrTZ70QLcZrLmY3ONnSkj+DQl5/AyOyfTurP5tAECbit8mu3aEQMqHevoZflp5/K69VpvzEGFj83j8GIAjtY6g+67dV+3zud5hLMPPbcSmwqQTUfHz7SfBJYtJ//XOURj7wh/IzTBWRUwpx8+shh/JvyFxkuFnbEymd2lWC9oXBS4MFhEmu3aEQOobfopQT7tWHr/LL9fmPETYyD0gFbVNYR3To1UuNh2qQZ3BPH5Ot1sydA0D6URUKA2lLiU56Nk6F9UNxgrBkap6arW4ZjRI/g2H283BuQHzqQkvJtM7N+fatXIw2bUjBFL+Ca0s7mLXyo1SXy+8iIRRnCOENtQ0OfHQhN5hHSNWcV21typu44oHbrdG5ZoTCemEZuRl2FHdaCzDz/QeP5J/w+HyhAQZroIy4cVkeufmGvbwM9m1IwSMNrWMGGU7B6aVwpx5pvAiEoa8tP243q3w46SRIY957Jw+AIDXZ2/DwarGuI1Na1zcgOFHpBOakZdpx6LtR3HZO+qtHvSIN8cv5R8r6pD8Gw4xxNpquLh6QsJkeufmHJqtU5js2hECJgj1jBM33RSvMxMByM/0zXnKTAs9wWxXmCW9P1bv8Ovzp1eEvBODTaBJJzRDDJucv/VIkkcSPo1Okxd3Ifk3HKLhR1U9DYzJ9I5r6fEz2bUjBFLf8NOk2YkKF10Un/MSQVnywFihugvg05C9b2meVNBl4sC2+H7lfgBAYZbXWLzk7UVYMPkUZKXpX+wNWdyFdEIzjDgRbfKEempWOdlokPwbDqfH8NNsIk0kHpPpnZDjp9HJTHbtCIGUf0LHy+5DVZXwIhJKy7wMtMwVvHaZsj5n3908Qnp/Zr820nubbBJaWd+M9ft9q33qFUOWGCed0Awjes2anG6kWS3Ga0OiFST/hoM8fimAyfRO0+IuJrt2hEDKG37K4i6aMXGi8CKSRnFOOlrlpWNcr5awWy34y+B2AIDSAt9Sx5/87QTpvStuAqEtbiPm+JFOaIYxDT+XeSt6AiT/BsThFLzUdjPLrdExmd65uYa1Kkx27QgB/ce8xUjcQj1vuy0+5yUiYvED46T3/zi7N8b0bIm+pfn45Y5ROFQtFHPp0tLbIPvl37fg084tEj7OSDFkbynSCc2QF0jZV9ngt5ihRxxOt3Z9Uo0Iyb/hOFIntAVqoUUzbCI5mEzvuJahnia7doRA6ht+8Trx+efH68xElORm2KUwzx6tc9GjdS4AoTS+iFGKZbjdGoZzJArSCc2Q56/+vvEwrjixYxJHEx5NTre5PX4k/4bjaJ0DAFCUnZ7kkRBRYzK907Sdg8muHSEQ16c0Y+wMxtgmxthWxthkle97MsYWMsaaGGP3RHJsuMTN41dRIbwI3ZOVZrywORfnxss7IZ3QjNvGdsPwLoJn2uVyJ3k04WF6jx/Jv+HwGn7k8TMsJtM7TYu7mOzaEQJxe0ozxqwAXgUwHkBvAJcwxpRdt48CuA3A81EcGxZxK+5y4YXCi9A9ynj4uC0GaIjTxY1XJIN0QjOKstPwyd9OQJrVggPVxug/KeT4GW+RRTNI/g1HVUMzAN/qz4TBMJneaZrjZ7JrRwjEM9RzKICtnPPtAMAYmwJgIoD14g6c88MADjPGJkR6bLiIU/x/nt8PfdvmR/xHBOTuu7U7F5FQHC637ieobs5hNVqoJ+mEplgsDPlZdlR7Jqd6x/QeP5J/w9Hs8lT1NGsLklTAZHqnaY6fya4dIRBPw68UwB7Z570ATgiwb9THMsauB3A9AHTo0MHve7fHuzO4YyG6t8oN89eHwdlna3cuIu7YLEzq2STkIiXP8Asls4BQfdRmtEZ+pBOaU9/kxJIdR5M9jLBk1uEyueFH8q8rwpFZt+eZYLhCWoSXFNK7sGRWy3YOKXTtiPCJ51NaTTLDjbEL+1jO+Vuc8yGc8yElJSUq3ws/Nb+vHzwovAhDsO7x06X3PMkpU6Fkds/RehyuacKRWkcSRhcDpBOaU+dwYVt5XbKHEVJmAaGBu6mLu5D864pwZNblmSAYLrqC8JJCeheOzLrdGhZ3SaFrR4RPPD1+ewG0l31uB2B/Ao71wS3lc2l8Y7/4YuHn7NnanpeIC+k2K6beNhItstORr/N8jo8W7gQA/Lr+UHIHEimkE3HDCGGUDpcbORkpXyg6MCT/hkPs60p2n4Exmd65OddOXk127QiBeD6llwLoxhjrBGAfgIsBXJqAY1XR/MY+OepCo0SS6KNljmccMVxRFxHSCc25YXRnvPnHdhypa0KbfH338jO9x4/k33BQqGcKYDK941xDeTXZtSME4mb4cc6djLFJAH4BYAXwHud8HWPsRs/3bzDGWgNYBiAPgJsxdgeA3pzzarVjoxuH8FPznmhnnKHt+QjCg+H694mQTmjO4A6FAICKGofuDT8hx0/fRZPiCsm/4fDYfRTqaWRMpnduzmHXyvAz2bUjBOIal8M5nwZgmmLbG7L3ByGEcYZ1bDSIoZ6a39b3eGrPtG8ffD+CiBDDTkFIJzSnTX4mupRko9mt/15+DqcbaWaujkjybzjEHD/DRlkQptM7TYu7mOzaEQIpn5Ahevw0X9C74grhJ8VGExpjWI8f6YTm9GuXj9/uPjnZwwiLJqcL6XYTG34k/4bD7eYU5ml0TKZ3mvbxM9m1IwRS3/Dz/NR8Mv3QQ9qejyA8GHYeQjphaprM7vEj+TccLiP2SyV8MZneadrHz2TXjhBIecPPW9VTY8aNi895CcKoExHSCVPjcLrN7fEj+TccbjeHxcQimxKYTO/cXENHhsmuHSGQ+rc8sbiL1m6U7duFF0FoDTdoiXHSCdPCOUeT0410M3v8SP4Nh8utYb4UkRxMpnduLT1+Jrt2hIBpPH6a39qvuUb4SbHRhMbEqfNk/CGdMC3NLkFq9d5rMK6Q/BsOCvVMAUymd5rm+Jns2hECKW/4SZNore/tjz2m8QkJQiBe0clxh3TCtDQ5XQCAdDO3cyD5NxxCqCcZfobGZHqnaY6fya4dIZD6hl+8+viNHq3t+QjCA4cY6mmwCQnphGlxOIV2E6b2+JH8Gw63ls2wieRgMr3TtJ2Dya4dIZDyT+m4hXpu2iS8CEJj3NJiRXLHETGkE6bF4RIMv3QzG34k/4bDpeUkmkgOJtM7TYu7mOzaEQKp7/ET32h9b7/hBuEnxUYTGiP1njRalh/phGlpaiaPH8m/8RD6+CV7FERMmEzv3Jxrl7pksmtHCKS+4eeZRWu+qvf009qejyA8iKGeRrP7SCfMi+jxM7XhR/JvOKiqZwpgMr3jWnr8THbtCAETGH7CT81v7cOHa31GggAA5GfaAQD9S/OTPJIIIZ0wLaLHz9TFXUj+DQeFeqYAJtM7Tds5mOzaEQIpvzwbN4/f2rXCiyA0pmNRNgDg0XP6JHkkEUI6YVocLqGqp6k9fiT/hkMI9STDz9CYTO80Le5ismtHCKS8x08slKH5ot6kScJPio0m4oThJtGkE6alSazqaeaEKZJ/w+Giqp7Gx2R653ZrWPHbZNeOEEh5w8/bDFvjm/tzz2l7PoLwwGHQRn6kE+aFCyHKmWkmDvUk+TccbreGYXNEcjCZ3mnax89k144QSH3DT2znoPVC9PHHa3xCghCIW15qvCGdMC3DuxZj1SOnJXsYyYXk33C4OYV6Gh6T6Z2m7RxMdu0IgZSPy4nbJHrlSuFFEBojeamNNh8hnSDMDMm/4aCqnimAyfTOzTksWi1WmOzaEQKp7/FDnIq73HGH8JNiowmNEb3UhvP5kU4QZobk33BoWiiDSA4m0zvB46fRyUx27QiBlDf84lbc5T//0fiEBOGL4eYjpBOEmSH5NxwuquppfEymd1zLxQqTXTtCwASGX5w8fgMHans+gvBg2Bw/0gnCzJD8Gw4Xh3Zhc0RyMJneadrHz2TXjhBI+Ry/Zqcwi7ZrXWZ86VLhRRAaI4Yna1ayOVGQThBmhuTfcLjdHFaD3WYJBSb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      "text/plain": [
       "<Figure size 1080x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, axarr = plt.subplots(2,5, sharey=True) # 2*5 = 10 = number of iterations we ran\n",
    "fig.set_size_inches(15,10)\n",
    "for i,c in enumerate(curves):\n",
    "    domain = range(1,len(c)*step_size + 1,step_size) \n",
    "    axarr[i//5,i%5].plot(domain, c)\n",
    "    axarr[i//5,i%5].axvline(numpy.argmax(c)*step_size,color=\"red\",linestyle=\":\")\n",
    "    axarr[i//5,i%5].set_xlabel(\"Features\")\n",
    "    axarr[i//5,i%5].set_ylabel(\"Score\")\n",
    "plt.suptitle(\"Score curves for repetitions in RubricOE\")\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setting up data to measure performance of top features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the function `compute_curves` returned indices corresponding to working and validation entries in our data set, we define new sets accordingly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_working = X[idx_working]\n",
    "X_validation = X[idx_validation]\n",
    "y_working = y[idx_working]\n",
    "y_validation = y[idx_validation]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Performance of top features in working and validation data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The module `rubricoe` has the helper function `plot_scores` that gives a statistical view of repeated trainings of a classifier on data using only certain sets of features, such as the top features selected by rubricOE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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   ],
   "source": [
    "eval_scores = []\n",
    "for x in range(100):\n",
    "    x_train, x_test, y_train, y_test = train_test_split(X_working,y_working,test_size=.2,stratify=y_working)\n",
    "    clf = SVC(kernel=\"linear\")\n",
    "    clf.fit(x_train[:,top_features],y_train)\n",
    "    eval_scores.append(feature_ranking.youden_index(y_test,clf.predict(x_test[:,top_features])))\n",
    "rubricoe.plot_scores(eval_scores,\"100 repetitions, $\\mathbf{working}$ data.\")\n",
    "\n",
    "eval_scores = []\n",
    "for x in range(100):\n",
    "    x_train, x_test, y_train, y_test = train_test_split(X_validation,y_validation,test_size=.2,stratify=y_validation)\n",
    "    clf = SVC(kernel=\"linear\")\n",
    "    clf.fit(x_train[:,top_features],y_train)\n",
    "    eval_scores.append(feature_ranking.youden_index(y_test,clf.predict(x_test[:,top_features])))\n",
    "rubricoe.plot_scores(eval_scores,\"100 repetitions, $\\mathbf{validation}$ data.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see above, the mean of the scores with **working** data is further away from zero, whereas the mean of the scores with **validation** data is close to zero, indicating overfitting. In this case, since we are working with random data, it means that by chance features present in the **working** data correlate somewhat with the phenotype, as defined by the ranking and classifier, but that same set of features is not correlated with phenotypes for the **validation** data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next we see what happens when we use **validation** data with all features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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W5duiFaVUEHA+Rg0wWynlV7QA8zDm0zvLzT4+K/X4K4wMfkg19lljlDFv4JnAN1rrzKLt2rgG+wnGHIcdSr3sh1KPN2DEGuOybQUwRin1hFLqLKWUfzXCfM/x10rxpL+3uHkejAz/UozmyRMYUz/96PJ85yocvz1GDRGMgvA5rXWG1noZZU/cWxtxOCml2rrsIw14UmudrrVeg9H8XKR0rbXIS1rrlVrro7ic57hpUXA5ZihGYTpba51btF0b8x/+WCqtn1JqklJqi1IqH+Ocz8dolutEBdTEPspwO0am/qUj/kyM1oBzlFLtqrHfclXm/70W33t5XM+DquR5Nfk/XyFSMBq/SN1VyRs6/h6rYtryuPbcbITRCeo+jAlRXZd5jjTRbvaR4vpAG827RfFVdZ81KQqjRuSul+ohx9/Sn+XRUo/dzaR+HUaz1B0YNdJjSqmPlVJxVYix6LoHwM2Of7iiW282aa2XAiilLBjXSR/EmBDX3czuQVU4vut3cFBrbXd5vK904lqMw5Vr0+UBXbIz2d4y0rlKdFnPqmBcURh5UYqb50pvm4rRpPgdxg+EMzEK1fW4/zzcqYl9lOD4QXEuRqcbpZSKdNzq8I0jyW1lvbYGVOb/vcbfewWUzgMqmz/V5P98hcg1RqNZ7wallJ8uee2wm+PvpiqmLY9rzfI4xmSon2A0Hbqzx822OFyuQzl+bTXCKFyqus+adBywYzQzl9bU8TetsjvVWqdhFAwPKqXiMWou/8GoVQ6v5L5ylVKfYMxw3xNjNveif0jX2mI3oLtj/TDG9bxEjGbMMq+bVYDr+2+mlLK4FI4t3aSvShwVbcUocthlvblSyupSOCaUkc5VQRWOfdyR1l1GV3rbTcDHWutJrhsdPc9PVPB4NbGP0m7D+CF4tWMpbbRS6gldyV7rFVSZ//eaeO+5GLfBlVbWj+3S50Gl8qea/J+vKCkYjer8WOAqjI4fRUZj1GyWVzFthWits5VSv2H0Mt2gtc6v4EtvBFa7PL4W4/tcUoV9uquZVSut1jpLKbUcGKmUmqi1zgFnrecmjCbBat1/pbVOAt50dNwYWMXdvIdRMIJxbyoYzWGfuKRx/RFkw5j5PQL4bxWPWWQ7Rs2wJUbPuyeVUq9iNGWOdZO+KnG41sLbKaVCtdZZZSXWWu9USiViNKtFA88opaYArSjurASnNntXmeNcWYFxrjxc1JyqlGqAUaspkZzicxBHuhFAM2BnqbRlnauV2cdpKaWsGHnALtzfFnYJRgeTi4C5ld3/6VTy/72i7728//O9QIxSKlZrfdixjwCMzjM1HW/p19bE//xp+XTBqJS6CKMXVAPHps5KqaJfc/O01tla65+VUguBt5UxiepOjJ5lw4GbXH/hVSZtJT0A/AX8qZR6G+PEa4DRtfpSrfV5bl4zUilViNF7sKhX6nqMa42V3efGotcopWZh/Oovq2deZdI+5ojvN6XUyxjXMu7B6L17g3ZcWa8opVQERoeOz4GtGBflz8D4/Ge7pNPA71rrwafbp9Z6s1JqKcYNzUX/D19rrU+4JNuK0RrQFaO2W/RrtroFu1ZKTcT4zhRGZ4XJjqfd3RNalTh2OvbVGOM9ZiqlAG7VWs8s4zV3YHxvIRg9AR8v9fxsipsIa8qTGB0yFiqlXsG47vsIRnNsQ5d0czGuN23FuAbdB6Omf8DNPss6Vyu0D0ev6kXAs1rrZ8uJ/SKM7+MRrfWS0k8qYwScezGuQdZ4wehQ0f/3in5+bj87x3Xf/wHPAl86fjQFYfy4tNZ0vBX5n6/E91Rxnuzp4+mFkj3+Si8JLunCgNcw2sLzMAoYt73oKpPWzWsnO44d7ea5BIzbFA5gFCCpGPfqPF7GPnpj/Go/idGM9jkQU5V9OtK+gNE0a6O41+SY0p9VFdIW3ceYiXHf1DLgkop8LqX3idF887bjM0937G+r4/UhLt+PBr6oxHkyutS5MbCM72cOxnXkdIyCoZnr61zSznTZPrgC2690vKc8jJ6fz2LUGIvSTq5KHC6vGYzRmnHSJd2Y08TUHuN+tyTHuXMSo+fo3YCl1P7L2scY3LyHcr6HS10+h30YBePkUp9tJMbtBIcxCs0/Mc6xJbjc03eac7VC+6C4B2i5sTu+jzxK3UdcKs0XGIVLLLXQK7Wi/++V+fzcfXYuz10ErMX4H9wFjHPzXU2mjPyuEvFW5H++Qt9TZRaZqLiOUca4mU9j/BNW+hqdr1PG6ERzgR5a642nSy+EEKVJr1Tha4YAX0qhKISoKp++xijqH631w2bHIISo26QpVQghhHAhTalCCCGECykYhRBCCBdSMAohhBAupGAUQgghXEjBKIQQQriQglEIIYRwIQWjEEII4UIKRiGEEMKFFIxCCCGECykYhRBCCBdSMAohhBAupGAUQgghXPj87BrKmK68KcZEq0IIIeq3BsAhXc4MGj5fMGIUigfMDkIIIYTXaA4cLOvJ+lAwngTYv38/4eHhZsdS67KyoGlTY/3QIQgNNTce4Vuy8rNo+opxgh166BChAV50gsnJ75Nq8mvNyMigRYsWcJoWxPpQMAIQHh5eLwrGwEC45x5jvWFD47EQNSWwMJB7zjZOsIaRDQn086ITTE5+n2TG1+rzExUrpcKB9PT09HpRMAohhHAvIyODiIgIgAitdUZZ6aRXqhBCCOGi3jSlCiGqT2tNWnYaANEh0Ridvr2E1pBmxEZ0NHhTbKJOkYLRwWazUVBQYHYY1ZadDf36GesrVkBIiLnxiKoLCAjAYvGuRp3sgmxiXo4BIPOxTO/qfJOdDTFGbGRmSucbH5GVBZGRxvqJE575Wut9wai1JiUlhRMnTpgdSo2w2+HNN4315GTwsnxVVILFYqFVq1YEBASYHYoQpios9Ozx6n3BWFQoxsTEEBIS4l1NQ1WgNRi9kcHfX1qT6iq73c6hQ4dITk4mPj6+zp+XQlRVcDAcOFC87gn1umC02WzOQrFRo0Zmh1NjPHXyiNrVuHFjDh06RGFhIf7+/maHI4QpLBZo1szDx/Ts4bxL0TXFELkQJ7xQUROqzWYzORIh6pd6XWMs4kvNVHY7pKYa6zExco2xLvOl81KIqsrPh9deM9YfeAA8ccldCkYfo3Vxe3zjxubGIoQQ1VVQAP/+t7F+zz1SMIoqUAqKLpdKhUPUND+LH6N7jHauexU/Pxg9unhd+AQzvtZ6PSRcbm4ue/bsoVWrVgQFBZkToBBlkPNTiJolQ8L5sNTUVO666y7i4+MJDAwkLi6OYcOGsWzZMrNDqxUbN25k0KBBBAcH06xZM5599ll8/QedEMI80t5QB1111VUUFBQwa9YsWrduzeHDh1m0aBHHjh2rtWPm5+ebcqN5RkYGQ4cOZciQIaxcuZLt27czZswYQkNDeeihhzweT32ntSa7IBuAEH8vu+9Xa2P0GzCGfPKm2ESdIgVjWbKyyn7OagXXpq3y0losJW8sdJe2EmMcnThxgr/++oslS5YwaNAgAFq2bEk/xzhwNhts2AAnT57gk0/+zQ8/fE96ejpt27blP//5D5dccgkA3377LU899RQ7d+6kSZMm3HfffSUKmoSEBO644w527tzJnDlzuOKKK5g1axZLly7l0UcfZeXKlURHR3PllVfy4osvElpL4zR99tln5ObmMnPmTAIDA+natSvbt29n6tSpTJgwwbsyZi+XlJREWtFYolWUU5jD2T+fDcBfF/1FsF/t3TQbHR1NfHx8xV+QnQ1hYca6DAnnM7Kyiu9jPHjQQ1+r1tqnFyAc0Onp6bq0nJwcvWXLFp2Tk3PKc9r4/el+ufjikmlDQspOO2hQybTR0aemqYSCggIdFhamH3zwQZ2bm3vK84WFWi9fbtPdup2lu3TpohcsWKB37dqlf/zxRz1v3jyttdarVq3SFotFP/vss3rbtm16xowZOjg4WM+YMcO5n5YtW+rw8HA9ZcoUvWPHDr1jxw69YcMGHRYWpl999VW9fft2/ffff+tevXrpMWPGlBnvH3/8oUNDQ8tdnn/++TJff/PNN+vLLrusxLY1a9ZoQO/evbtSn11dU+75WUn79u3TwSEhGqje4o9msmPxr+a+TrMEh4Toffv2VfxNZmYW/09lZlb7MxPeoSa/1vT09KLzK1yXU25IjbGO8fPzY+bMmYwdO5Z33nmH3r17M2jQIK6//nq6d++OxQKpqb+yefMKtmxJpEOH9gC0bt3auY+pU6dy/vnn8+STTwLQvn17tmzZwpQpUxgzZowz3XnnncfEiROdj2+55RZGjRrFgw8+CEC7du14/fXXGTRoEG+//bbbDiJ9+/Zl3bp15b6nhg0blvlcSkoKCQkJJbbFxsY6n2vVqlW5+xaGtLQ0crKzufGRKcTGt6nyfgp0Lm+kjQLgvlc/x1/VTqegw0m7+Oy/D5OWlla5WqPwOcHBsH178bonSMFYlszMsp+zWks+Lrqj3p3Sd9jv3VvlkIpcddVVjBgxgj///JNly5Yxf/58XnrpJT744APGjBnDli3raN68ubNQLC0xMZHLL7+8xLaBAwcybdo0bDYbVsf769u3b4k0q1evZufOnXz22WfObVpr7HY7e/bsoVOnTqccKzg4mLZt21br/ZZuLtWOjjfSjFp5sfFtaN6uS5Vfn2fLBkdrbNM2nQi0yqhRonZZLNCunWePKQVjWSrTkF1bacsRFBTE0KFDGTp0KE899RR33HEHTz/9NGPGjCH4ND+rtNZlFjYlQy0Zq91u56677uL+++8/JW1Zv+r//PNPLrroonLjmTRpEpMmTXL7XFxcHCkpKSW2pTp+iBTVHIUQoiZJwegjOnfuzHfffYfdDi1adOfAgQNs3bqdjh1PrTV27tyZv/76q8S2pUuX0r59e2dt0Z3evXuzefPmStUAq9uU2r9/fyZNmlSiV+yCBQto2rTpKU2sQgjfU1AA771nrN95pzFrUG2TgrGOOXr0KNdccw233XYb3bt3p0GDBqxatYqXXnqJyy+/HK2hefNB9Op1LtdccxVTp06lbdu2bN26FaUUw4cP56GHHuKMM87gueee47rrrmPZsmW8+eabvPXWW+Ue+5FHHuGss85i3LhxjB07ltDQUBITE1m4cCFvvPGG29dUtyl11KhRPPPMM4wZM4ZJkyaxY8cOXnjhBZ566ilpShWiHsjPh3vvNdbHjJGCUbgRFhbGmWeeyauvvsquXbsoKCigRYsWjB07lkmTJqEUREXBu+9+y5tvTuSGG24gKyvLebsGGDW/r776iqeeeornnnuOJk2a8Oyzz5boeONO9+7d+f3333n88cc555xz0FrTpk0brrvuulp7vxERESxcuJBx48bRt29foqKimDBhAhMmTKi1Y4qyWZSVHo2GOde9itUKV19dvC58ghlfqwwJJ0NuCS9Vk+fnmjVr6NOnDxOmz65W5xtPObBjM1PHjWT16tX07t3b7HCEj5Ah4YQQQogqkIJRCCGEcCEFo4+x2WD9emORid9FTcuzZTNhaQcmLO1g3NPoTbKyjPFRlSp/mEZRp2RnG0PCNWtWPBRubZPONz6ooMDsCIQQomZoDYcOFa97ghSMPsZigc6di9eFEKIuCwqCtWuL1z1BCkYfo5Qx444QQvgCqxV69vTsMaVOIYQQQriQGqOPsduhaL7ihg2lOVUIUbcVFEDRvAU33uiZkW9MzTaVUv9SSm1QSmU4lmVKqYtcnp+plNKlln/MjNnbaW1M4LF3r2cuVE+ePJnY2FiUUnz33Xe1f0AhRL2Snw+33mos+fmeOabZ9YkDwKNAX8eyGPheKeU6NMd8oInLcrGng/RGKSkp3HfffbRu3ZrAwEBatGjBpZdeyuLFi4iIgIgIaNMmgWnTppW5j8mTJ9OzGo33iYmJPPPMM7z77rskJydz0UUXkZBQ/jFrU15eHvfddx/R0dGEhoZy2WWXceDAgXJf8/bbb9O9e3fCw8MJDw+nf//+/Pzzz87nCwoKeOSRR+jWrRuhoaE0bdqUW265hUNF3eRcLFu2jPPOO4/Q0FAiIyMZPHgwOTk5Nf4+zWRRVjpFDqJT5CDvHBLu4ouNRYaE8xlmfK2mNqVqrX8stelxpdS/gLOAzY5teVrrFITT3r17GThwIJGRkbz00kt0796dgoICfvnlF+67bxxbt271SBy7du0C4PLLL/eKAb0ffPBBfvzxR7788ksaNWrEQw89xCWXXMLq1avLnDWkefPm/Oc//3EOdD5r1iwuv/xy1q5dS5cuXcjOzmbNmjU8+eST9OjRg+PHj/Pggw9y2WWXsWrVKud+li1bxvDhw3nsscd44403CAgIYP369Vh8rC3b3xLI2M7vmR2Ge0FB8NNPZkchapgZX6vXXGNUSlmBa4BQYJnLU4OVUqnACeB34HGtdZkzAyulAoFAl00Naj5ac91zzz0opVixYkWJORO7dOnCbbfdVmPHOXjwIBMmTGDBggVYLBbOPvtsXnvtNRISEpg8eTLPPPMMgDPzHzRoEPv27WP8+PGMHz8ecD/PY21IT0/nww8/5JNPPuGCCy4A4NNPP6VFixb8+uuvDBs2zO3rLr300hKPn3/+ed5++23++ecfunTp4hzE3NUbb7xBv379SEpKcs5DOX78eO6//34effRRZ7p2np5dVQhRI0z/OauU6qaUygTygHeAK7XWWxxP/wzcCJwHPAScASx2FH5leQxId1nKb0srQ1aWsbjm6/n5xra8PPdp7fbibQUFxrbc3NOnrYxjx44xf/58xo0bd8pEwgCRkZFV23Ep2dnZDBkyhLCwMP744w/++usvwsLCGD58OPn5+UycOJEZM2YAkJycTHJyMrNnz6Z58+Y8++yzzm1lueiiiwgLCyt3qYzVq1dTUFDAhRde6NzWtGlTunbtytKlSyu0D5vNxpdffklWVhb9+/cvM116ejpKKednnZqayvLly4mJiWHAgAHExsYyaNCgU+a8FELUDd5QY9wG9AQigauAWUqpQVrrLVrr/7mk26SUWgXsA0YAs8vY34vAVJfHDahC4ViUL6emQuPGxvqUKfDEE3DHHfD++8VpY2KMoYr27IGiuXOnT4fx42HUqOIeVWA8n5YGmzZBlypMcrBz50601nTs2NHt8zYbbNni9qlK+fLLL7FYLHzwwQfOZtIZM2YQGRnJkiVLuPDCC50FQ1xcnPN1VquVBg0alNjmzgcffFCj199SUlIICAggKiqqxPbY2FhSUspvid+4cSP9+/cnNzeXsLAw5syZQ+eiURJKyc3N5dFHH2XUqFHO2Vp2794NGNdsX375ZXr27MnHH3/M+eefz6ZNm3yq5phny+bplQMAeOaMpQRaveim2aws458RjH9cNz8cRd2TnQ09ehjr69d75j5t0wtGrXU+sNPxcJVS6gzgAeAuN2mTlVL7gDJzGq11HkbtE8Arrn3VpKKmyfLeV+kabVWsXr2anTt30qBByZbo3Nxc57XF6mjWrFmVX/vCCy/wwgsvOB9vKeeXgNb6tOdAhw4dWLduHSdOnODbb79l9OjR/P7776cUjgUFBVx//fXY7fYSkzrbHdX/u+66i1tvvRWAXr16sWjRIj766CNefPHFSr9Hb5Zv9+IORZ4aTFN4jNawc2fxuieYXjC6oSh5jbD4CaUaAS2AstvoakhmpvHX9dfJww/Dgw+CX6lPLdVxxTM4uHjbuHEwduypvaj27j01bWW0a9cOpRSJiYlcccUVpzxvsUAZlclKsdvt9OnTh89cq7sOjYuq0NVw0UUX8eeff5abJrPoSyjl7rvv5tprr3U+btq0KXFxceTn53P8+PEStcbU1FQGDBhQ7nECAgKcnW/69u3LypUree2113j33XedaQoKCrj22mvZs2cPixcvLjG3Z5MmTQBOKUg7depEUlJSuccWQpQvKAiKrkrUiyHhlFIvYFxH3I/R5Hk9MBgYrpQKAyYD32IUhAnAC0AaMKe2Y3PXChMQYCwVSevv7/5G1Oq27jRs2JBhw4Yxffp07r///lOuM6ann6iR64y9e/fmf//7HzExMadM8FyegIAAbBWY1qM6TakNGzakYcOGJbb16dMHf39/Fi5c6Cw0k5OT2bRpEy+99FKl9q+1Js+l2l1UKO7YsYPffvuNRo0alUifkJBA06ZN2bZtW4nt27dv56KLLkIIUXVWKwwc6Nljml1jjAU+wbg/MR3YAAzXWi9USgUD3YBbMK4/JgO/AddprU+aE653eOuttxgwYAD9+vXj2WefpXv37hQWFrJw4ULefvttEhMTK7yvnJwc1q1bV2JbWFgYN954I1OmTOHyyy/n2WefpXnz5iQlJTF79mwefvhhmjdv7nZ/CQkJ/PHHH1x//fUEBgYSHR3tNl11mlLdiYiI4Pbbb+ehhx6iUaNGNGzYkIkTJ9KtWzdnL1WA888/nyuvvJJ7770XgEmTJnHRRRfRokULTp48yZdffsmSJUuYP38+AIWFhVx99dWsWbOGuXPnYrPZnNcsGzZsSEBAAEopHn74YZ5++ml69OhBz549mTVrFlu3buWbb76p0fcphKh9Zt/HeHs5z+UA7vvY13OtWrVizZo1PP/88zz00EMkJyfTuHFj+vTpw1tvve0cEq4itm/fTq9evUpsGzRoEEuWLOGPP/7gkUceYeTIkZw8eZJmzZpx/vnnl1uDfPbZZ7nrrrto06YNeXl5HrtdA+DVV1/Fz8+Pa6+9lpycHM4//3xmzpxZ4h7GXbt2kZaW5nx8+PBhbr75ZpKTk4mIiKB79+7Mnz+foUOHAnDgwAF++OEHgFMGQ/jtt98YPHgwYNxDmZuby/jx4zl27Bg9evRg4cKFtGnTpnbftBA+rrAQ5jjaCK+88tRLWbVBeTLjMoNSKhxIT09PPyVDz83NZc+ePbRq1YogTzVe1zKbrXiKll69ZACQuqwmz881a9bQp08fJkyfTfN2VegO7ZBny+ax5cYPqRfPXFtrvVIP7NjM1HEjWb16Nb17967Yi7KyiruTZ2ZKr1QfUZNfa0ZGBhEREQARWuuMstKZ3ZQqaphSUNSR1Mc65AovoLDQJryfc92rWCwwaFDxuvAJZnytUjD6GIsFOnQwOwrhqwKsQYzr+onZYbgXHAxLlpgdhahhZnyt8rNKCCGEcCEFoxBCCOFCCkYfY7fD5s3GUtXxWIUoS54tmydXnMWTK84iz+Zlo8xkZRnjNzZubKwLn5CTAz17GounZnGTa4w+Ruvik8fHOxwLk2QVHjc7hLK53IojfIPdboyRWrTuCVIw+hiLBdq3L14XQoi6LCgIFiwoXvcEKRh9jFJQiRHchBDCq1mt4Bhvw2OkTiGEEEK4kILRx2gNJ04YS01dY0xISGDatGkVTr93716UUqeMwSqEEJVVWAg//WQshYWeOaYUjHVUSkoK9913H61btyYwMJAWLVpw6aWXsnDhInbuNOYva9Wq/AJt8uTJKKVQSmGxWGjatCk33ngj+/fvL5Fu5cqV3HnnnTUa/8yZM2tkFpCK2LhxI4MGDSI4OJhmzZrx7LPPljuG6969e7n99ttp1aoVwcHBtGnThqeffpr8/PwS6ZKSkrj00ksJDQ0lOjqa+++//5Q0lT22EKKkvDy45BJjqYm5ZitCrjHWQXv37mXgwIFERkby0ksv0b17dwoKCvjll1+4//5xzJ69tcL76tKlC7/++it2u51du3Yxbtw4rr32WpYtW+ZMUxPzL5olIyODoUOHMmTIEFauXMn27dsZM2YMoaGhPPTQQ25fs3XrVux2O++++y5t27Zl06ZNjB07lqysLF5++WUAbDYbI0aMoHHjxvz1118cPXqU0aNHo7XmjTfeqPKxvZ3CQovQrs51r2KxQN++xevCJ5jxtcrZUwfdc889KKVYsWIFV199Ne3bt6dLly5MmDCBf/75h86dodScuWXy8/MjLi6Opk2bcs455zB27Fj++ecfMjKKx9ct3ZS6detWzj77bIKCgujcuTO//vorSim+++67EvvevXs3Q4YMISQkhB49ejgL2yVLlnDrrbeSnp7urLFOnjy5mp+Ke5999hm5ubnMnDmTrl27MnLkSCZNmsTUqVPLrLkNHz6cGTNmcOGFF9K6dWsuu+wyJk6cyOzZs51pFixYwJYtW/j000/p1asXF1xwAa+88grvv/++87OryrG9XYA1iPE9vmV8j28JsHrZwPvBwbBypbFUdSZw4XXM+FqlYCxDVpaxuOZf+fnGttLV+aK0rvfYFBQY23JzT5+2Mo4dO8b8+fMZN27cKZMUA9VqnkxJSWH27NlYrdYSUzW5stvtXHHFFYSEhLB8+XLee+89Hn/8cbdpH3/8cSZOnMi6deto3749N9xwA4WFhQwYMIBp06YRHh5OcnIyycnJTJw40e0+/vzzT8LCwspdXnjhhTLf07Jlyxg0aBCBgYHObcOGDePQoUPs3bu3wp9Nenp6icmRly1bRteuXWnatGmJ/ebl5bF69eoaPbYQwrOkKbUMRdOcpKYaA2kATJkCTzwBd9wB779fnDYmBrKzYc8eSEgwtk2fDuPHw6hR8NlnxWkTEox7kDdtgi5VmP1n586daK3p2LFjVd7WKTZu3EhYWBh2u50cx8gA999/v9tCF4ya0q5du1iyZAlxcXEAPP/88875C11NnDiRESNGAPDMM8/QpUsXdu7cSceOHYmIiEAp5dxHWfr27XvaTjyuBVZpKSkpJBR9KQ6xsbHO51q1alXuvsGYw/GNN97glVdeKbHfov0UiYqKIiAgwDmRcU0cWwjheVIw1jFFTXCqjDml7HbYvr3i++vQoQM//PADeXl5fP/993z99dc8//zzZabftm0bLVq0KFGg9evXz23a7t27O9ebNGkCQGpqaqUK9eDgYNq2bVvh9O6U/qxO9xm6OnToEMOHD+eaa67hjjvuKHe/Rft23V6dY3ujfFsO/11n/Nh5pOdPBFi9qMkyO7v4GsKWLRBSO3NFCs/KyYELLjDWf/3VM82p0pRahsxMY4mOLt728MPGtjffLJk2NdXYHh9fvG3cOGPbhx+WTLt3r7G9U6eqxdWuXTuUUiQmJrp9Xuvi2CsiICCAtm3b0qVLFyZNmkTPnj3517/+VWb60hl/efz9/Z3rRa+xV7INubpNqXFxcc4aXJHU1FSAU2p8pR06dIghQ4bQv39/3nvvvdPu9/jx4xQUFDj3W51jeyuN5njeQY7nHUTjZddJtYZ9+4yljl7DFaey22HpUmORIeFM5q4lMSDAWCqS1t/fWCqStjIaNmzIsGHDmD59utsmz4yME7RpE1nl/T/55JO0b9+e8ePHu505vWPHjiQlJXH48GFn5r5y5cpKHycgIACbzXbadNVtSu3fvz+TJk0iPz+fAMeXt2DBApo2bXpKM6ergwcPMmTIEPr06cOMGTOwlOoO179/f55//nmSk5OdteEFCxYQGBhInz59qnVsIUSxwECYM6d43ROkxlgHvfXWW9hsNvr168e3337Ljh07SExM5PXXX2fAgP5ERUFUVNX23bp1ay6//HKeeuopt88PHTqUNm3aMHr0aDZs2MDff//t7HxTmebBhIQEMjMzWbRoEWlpaWRnu5+poagptbylvIJx1KhRBAYGMmbMGDZt2sScOXN44YUXmDBhgjPeFStW0LFjRw4ePAgYNcXBgwfTokULXn75ZY4cOUJKSkqJ2t+FF15I586dufnmm1m7di2LFi1i4sSJjB07lnDHmHwVObYQonx+fnDFFcbi56GqnBSMdVCrVq1Ys2YNQ4YM4aGHHqJr164MHTqURYsW8fbbb1d7/w899BA//fQTy5cvP+U5q9XKd999R2ZmJmeccQZ33HEHTzzxBABBlRjhd8CAAdx9991cd911NG7cmJdeeqnacbsTERHBwoULOXDgAH379uWee+5hwoQJTJgwwZkmOzubbdu2UVBQABi1up07d7J48WKaN29OkyZNnEsRq9XKTz/9RFBQEAMHDuTaa6/liiuucN7nWNFjCyG8j6qr91NVlFIqHEhPT093/pIvkpuby549e2jVqlWlMnVvVnSNEYyetZ6omPz999+cffbZ7Ny5kzZt2tT+AeuJmjw/16xZQ58+fZgwfTbN21WhO7RDni2bx5b3AuDFM9cSaK2dDi4Hdmxm6riRrF692m2TvltZWcXdyTMzq3/dQngFmw3+/NNYP+ccY1DxqsrIyCAiIgIgQmudUVY6ucboY+x22LbNWO/Vq3onUVnmzJlDWFgY7dq1Y+fOnTzwwAMMHDhQCkUhRI3LzYUhQ4x1T/3ekYLRB9V25ffkyZP8+9//Zv/+/URHRztHfRG+T6GIDW7rXPcqShXfriHXcH2GGV+rFIw+xmqFrl1r9xi33HILt9xyS+0eRHilAGswj/T6yeww3AsJgc2bzY5C1DAzvlbpfCOEEEK4kIJRCCGEcCEFo48pGhJu+3bPjRIh6o98Ww7/XTuC/64dQb4tx+xwSsrONgYg7tLFWBc+IScHhg41lhwPnXJyjdHHaA1FM0b5+J04wgQazeGcnc51r6K1MUZq0brwCXa7MUZq0bonSMHoYywWKJq0QeZqFULUdYGB8OmnxeueIAWjj1EKGjUyOwohhKgZfn5w442ePabUKYQQQggXUjDWQWPGjEEpxd13333Kc//61z0opbjppjE+e5nl999/p0+fPgQFBdG6dWveeeed074mKSmJSy+9lNDQUKKjo7n//vvJz88vkUZrzcsvv0z79u0JDAykRYsWp0xplZeXx+OPP07Lli0JDAykTZs2fPTRRzX6/oQQxWw2WLnSWCowIU+NkKbUOqpFixZ8+eWXvPrqqwQ7Zu7Mzc3lyy+/IC4unhMnjAvVtTEknJn27NnDxRdfzNixY/n000/5+++/ueeee2jcuDFXXXWV29fYbDZGjBhB48aN+euvvzh69CijR49Ga80bb7zhTPfAAw+wYMECXn75Zbp160Z6ejppaWkl9nXttddy+PBhPvzwQ9q2bUtqaiqFhYW1+p6FqM9yc6FoLnQZEk6Uq3fv3uzevZvZs2dzo6MBfvbs2bRo0YLo6NYlCkStNVOmTOGdd94hOTmZ9u3b8+STT3L11VcDRsFx5513snjxYlJSUoiPj+eee+7hgQcecO5jzJgxnDhxgrPPPptXXnmF/Px8rr/+eqZNm1ZiQuLa9s477xAfH8+0adMA6NSpE6tWreLll18us2BcsGABW7ZsYf/+/TRt2hSAV155hTFjxvD8888THh5OYmIib7/9Nps2baJDhw5u9zN//nx+//13du/e7Zzqqr7Nq6hQRAU2c657FaWgZcvideETzPhapSm1DFn5WWUuuYW5FU6bU5Bz2rRVdeuttzJjxgzn448++ojbbruN8HBjPsaiwvGJJ55gxowZvP3222zevJnx48dz00038fvvvwNgt9tp3rw5X331FVu2bOGpp55i0qRJfPXVVyWO99tvv7Fr1y5+++03Zs2axcyZM5k5c2aZ8f3555+EhYWVu5RuqjydZcuWceGFF5bYNmzYMFatWuWcNsrda7p27eosFItek5eXx+rVqwH48ccfad26NXPnzqVVq1YkJCRwxx13cOzYMedrfvjhB/r27ctLL71Es2bNaN++PRMnTiTHUzdXeYEAazBP9lnMk30WE2ANNjuckkJCYO9eYwmpnVk/hOeZ8bVKjbEMYS+Glfncxe0u5qdRxeNFxrwcQ3aB+xuKB7UcxJIxS5yPE15LIC27ZPOcfrpqFwNvvvlmHnvsMfbu3YtSir///psvv/ySJUuKj5eVlcXUqVNZvHgx/fv3B4zJiP/66y/effddBg0ahL+/P88884zzNa1atWLp0qV89dVXXHvttc7tUVFRvPnmm1itVjp27MiIESNYtGgRY8eOdRtf3759WbduXbnvobxJht1JSUkhNja2xLbY2FgKCwtJS0srMWdiea+JiooiICDAOfnw7t272bdvH19//TUff/wxNpuN8ePHc/XVV7N48WJnmr/++ougoCDmzJlDWloa99xzD8eOHZPrjEL4EFMLRqXUv4B/AQmOTZuBZ7XWPzueV8DTwJ1AFLAcGKe1lpGCgejoaEaMGMGsWbPQWjNixAiio6NLpNmyZQu5ubkMHTq0xPb8/Hx69erlfPzOO+/wwQcfsG/fPnJycsjPz6dnz54lXtOlSxesLm20TZo0YePGjWXGFxwcTNu2bav8/sLCin+c3HTTTc5ONqpUe0rRnKKlt7ty95zW2rndbreTl5fHxx9/TPv27QH48MMP6dOnD9u2baNDhw7Y7XaUUnz22WdFc7oxdepUrr76aqZPn+681iuEqNvMrjEeAB4Fdjoejwa+V0r1chR+/wYmAGOA7cATwEKlVAet9cnaDCzzscwyn7NaSvZoSZ2YWmZaiyrZWr33gb3Viqu02267jXvvvReA6dOnY7cb87VaLEbnG7tjqIiffvqJZs2alXhtoONu2a+++orx48fzyiuv0L9/fxo0aMCUKVNYvnx5ifSlryUqpZz7d+fPP//koosuKjf+SZMmMWnSJLfPudY2iyaZjouLc9byiqSmpuLn50ejMm7gjIuLO+W9HD9+nIKCAmdNskmTJvj5+TkLRTCuX4LRo7VDhw40adKEZs2aOQvFojRaaw4cOEC7du3Kfa++IN+Wy/RNxjXtcV0/I8DqRRN85+TAueca63/8AfJDxSfk5sL11xvrX35Z+9PqgckFo9b6x1KbHnfUIs9SSm0BHgSe11rPBlBKjQYOA6OAd2szttCAind9qq20FTF8+HDnbQfDhg1DaygogPx8Y1Sszp07ExgYSFJSEoMGDXK7jz///JMBAwZwzz33OLft2rWr2rFVtynVXW2zf//+/PhjydNmwYIF9O3bt8xOQP379+f5558nOTnZ2dS6YMECAgMD6dOnDwADBw6ksLCQXbt2OSdc3r59OwAtHVf+Bw4cyNdff01mZqazNrt9+3YsFgvNmzcv9336Co2d/VmbnOtexW6HVauK14VPsNng+++L1z3B7Bqjk1LKClwDhALLgFZAHLCgKI3WOk8p9TswgDIKRqVUIOA6cFCD2orZG1itVhITE53rdrvxQzkszOjB1aBBAyZOnMj48eOx2+2cffbZZGRksHTpUsLCwhg9ejRt27bl448/5pdffqFVq1Z88sknrFy5klZFY8tVUXWbUt25++67efPNN5kwYQJjx45l2bJlfPjhh3zxxRfONHPmzOGxxx5j69atAFx44YV07tyZm2++mSlTpnDs2DEmTpzI2LFjnTXRCy64gN69e3Pbbbcxbdo07HY748aNY+jQoc5a5KhRo3juuee49dZbeeaZZ0hLS+Phhx/mtttuk2ZUIWpJQAC8917xuieY3itVKdVNKZUJ5AHvAFdqrbdgFIpg1BBdHXZ5zp3HgHSX5UDNRux9wsPDnRm8xWKMJxgUVDxW6nPPPcdTTz3Fiy++SKdOnRg2bBg//vijs+C7++67GTlyJNdddx1nnnkmR48eLVF79CatWrVi3rx5LFmyhJ49e/Lcc8/x+uuvl7hVIz09nW3btjkfW61WfvrpJ4KCghg4cCDXXnstV1xxBS+//LIzjcVi4ccffyQ6Oppzzz2XESNG0KlTJ7788ktnmrCwMBYuXMiJEyfo27cvN954I5deeimvv/66Z968EPWQvz+MHWssnrozTGmTh0dRSgUA8UAkcBVwBzDI8fhvoKnWOtkl/ftAC6318DL2567GeCA9Pd1ZeBTJzc1lz549tGrViiBPNFwLUQk1eX6uWbOGPn36MGH6bJq361Ll/eTZsnlsudFp68Uz1xJorZ3+8wd2bGbquJGsXr2a3r17V+xFWVlGUwl47k5wUadkZGQU9RGI0FpnlJXO9KZUrXU+xZ1vVimlzgAeAP7r2BYHJLu8JIZTa5Gu+8vDqH0C5fdU9EVaGxerwag11rO3L4TwMXY7OK4W0amTZ2YNMr0p1Q2FUePbA6QAzvsMHLXLQcBSc0LzfnY7bN5sLNL/QAhR1+XkQNeuxlIvJipWSr0A/Azsx2jyvB4YDAzXWmul1DRgklJqB7ADmARkA5+bEnAd4Wd6O4DwZaF+UWaHULZS9/EK3+Dpr9XsLDQW+ARogtFRZgNGobjQ8fxLQDDwFsU3+F9Y2/cw1mVWK5S6L1+IGhNoDeG5fv+YHYZ7oaFw5IjZUYgaZsbXavZ9jLef5nkNTHYsQgghRK3zxmuMQgghhGmkYPQxdjvs3m0s0vlG1DRjSLibmb7pZvJtuad/gSfl5MDgwcZSj2Y88XW5uXDjjcaS66FTzuxrjKKGaQ1FMyUVzWEmRE3R2NmVscK57lXsdnBMpSa/Cn2HzQafO7pbFo2AU9ukYPQxSkGLFsXrQghRlwUEwKuvFq97ghSMZUhKSiItLe30CWtAdHQ08fHxNbIviwVKTT1Yq8aMGcOJEyf47rvvPHfQKlqyZAlDhgzh+PHjREZGmh2OEKIC/P3hwQc9e0wpGN1ISkqiY6dO5GS7n3y4pgWHhLA1MbHCheOYMWOYNWsWAH5+fjRs2JDu3btzww03MGbMGCyeGBrC4bXXXsN1WMHBgwfTs2dPpk2bVq39Tp48ucTkyUU6dOjgHBy8PO7iGDBgAMnJySWmjaoNUgALUbdJwehGWloaOdnZ3PjIFGLj29TqsQ4n7eKz/z5MWlpapWqNw4cPZ8aMGdhsNg4fPsz8+fN54IEH+Oabb/j66x/w8/MjIKD2m1Nrs5Dp0qULv/76a4ltftUYvSAgIIC4uPLGnxdCeBu7HZKSjPX4+Po7JJzXiI1vQ/N2XWp1qWrBGxgYSFxcHM2aNaN3795MmjSJ77//np9//pkXX5zJxo3GCZWens6dd95JTEwM4eHhnHfeeaxfv965n8mTJ9OzZ08++eQTEhISiIiI4Prrr+fkyeIxFL755hu6detGcHAwjRo14oILLiArKwswaq9XXHGFc/3333/ntddeQymFUoo9e/bQtm3bEjNZAGzatAmLxVLuvI9+fn7ExcWVWKJdhsB46623aNeuHUFBQcTGxnL11VeXGcfevXtZsmQJSilOnDgBwMyZM4mMjGTu3Ll06NCBkJAQrr76arKyspg1axYJCQlERUVx3333YXOZCO7TTz+lb9++NGjQgLi4OEaNGkVqqjFZ9d69exkyZAgAUVFRKKUYM2YMAFprXnrpJVq3bk1wcDA9evTgm2++qczXLkS9k5MDrVoZi6c6G0vB6EPOO+88evTowZIls7FYjIx4xIgRpKSkMG/ePOdMBeeffz7HirquYkxK/N133zF37lzmzp3L77//zn/+8x8AkpOTueGGG7jttttITExkyZIljBw5Enezsrz22mv079+fsWPHkpycTHJyMvHx8dx2223MmDGjRNqPPvqIc845xzkpcGWtWrWK+++/n2effZZt27Yxf/58znXM3u4ujhZFPZJKyc7O5vXXX+fLL79k/vz5zvc3b9485s2bxyeffMJ7771XogDLz8/nueeeY/369Xz33Xfs2bPHWfi1aNGCb7/9FoBt27aRnJzMa6+9BsATTzzBjBkzePvtt9m8eTPjx4/npptu4veinpR1RIAlmACLl84/GRJiLMKnePprlaZUH9OxY0c2bNhA796wePFvbNy4kdTUVAIDjZm4Xn75Zb777ju++eYb7rzzTgDsdjszZ86kQQNjTuebb76ZRYsWOWe9LywsZOTIkc6Z7Lt16+b22BEREQQEBBASElKiyfLWW2/lqaeeYsWKFfTr14+CggI+/fRTpkyZUu572bhxI2FF0wg5XH/99XzwwQckJSURGhrKJZdcQoMGDWjZsiW9evUqNw53CgoKePvtt50F9NVXX80nn3zC4cOHCQsLo3PnzgwZMoTffvuN6667DoDbbrvN+frWrVvz+uuv069fPzIzMwkLC6Nhw4YAxMTEOK8xZmVlMXXqVBYvXkz//v2dr/3rr7949913GTRoULlxeotAawj/OWud2WG4FxpqTD0lfIoZX6sUjD5Ga+2camv16tVkZmbSqFGjEmlycnJKNGEmJCQ4C0WAJk2aOJsGe/Towfnnn0+3bt0YNmwYF154IVdffTVRURUfSLpJkyaMGDGCjz76iH79+jF37lxyc3O55ppryn1dhw4d+OGHH0psK4pz6NChtGzZktatWzN8+HCGDx/OlVdeSUglf1aGhISUqLXGxsaSkJBQokCOjY11fh4Aa9euZfLkyaxbt45jx45hd9wzl5SUROfOnd0eZ8uWLeTm5jJ06NAS2/Pz850FuhDCO0jB6GMSExNp1aoVYNQEmzRpwpIlS05J59pb0r/UtNhKKWdmb7VaWbhwIUuXLmXBggW88cYbPP744yxfvtx5nIq44447uPnmm3n11VeZMWMG11133WkLsYCAANq2bev2uQYNGrBmzRqWLFnCggULeOqpp5g8eTIrV66sVE9Qd++9vM8jKyuLCy+8kAsvvJBPP/2Uxo0bk5SUxLBhw8jPzy/zOEWv/+mnn2jWrFmJ54pq80II7yAFow9ZvHgxGzdu5Oabx7N3L/Ts2ZuUlBT8/PxISEio8n6VUgwcOJCBAwfy1FNP0bJlS+bMmcOECRNOSRsQEFCio0qRiy++mNDQUN5++21+/vln/vjjjyrHU8TPz48LLriACy64gKeffprIyEgWL17MyJEjy4yjurZu3UpaWhr/+c9/nNctV61aVSJNgOMuZNfjd+7cmcDAQJKSkupMs6k7BfY8Zm69D4AxHd/A3+JFhXpuLlx1lbH+7bfGTN2izsvLg3vvNdbffBM88TtSCsY6Ki8vj5SUlBK3a7z44ouMGHEJ5557C2lpcP75F9C/f3+uuOIK/vvf/9KhQwcOHTrEvHnzuOKKK+jbt+9pj7N8+XIWLVrEhRdeSExMDMuXL+fIkSN06tTJbfqEhASWL1/O3r17ndfbLBYLVquVMWPG8Nhjj9G2bVvndbbyFBYWkpKSUmKbUorY2Fjmzp3L7t27Offcc4mKimLevHnY7XY6dOhQZhw1IT4+noCAAN544w3uvvtuNm3axHPPPVciTcuWLVFKMXfuXC6++GKCg4Np0KABEydOZPz48djtds4++2wyMjJYunQpYWFhjB49ukbiq212bSPxxO/Oda9is8G8ecXrwicUFsIHHxjr06ZJwWi6w0ll30pg9jHmz59PkyZN8PPzIyoqih49evD6669z882jOXLE6GxssSjmzZvH448/zm233caRI0eIi4vj3HPPJbaCw+OEh4fzxx9/MG3aNDIyMmjZsiWvvPIKF110kdv0EydOZPTo0XTu3JmcnBz27NnjrK3efvvtvPDCCyU6r5Rn8+bNNGnSpMS2wMBAcnNziYyMZPbs2UyePJnc3FzatWvHF198QZcuXcqMoyY0btyYmTNnMmnSJF5//XV69+7Nyy+/zGWXXeZM06xZM5555hkeffRRbr31Vm655RZmzpzJc889R0xMDC+++CK7d+8mMjLSeauNEMI9f3/4v/8rXvcE5a7bvS9RSoUD6enp6YSHh5d4Ljc3lz179tCqVSuCXJpdvH3km7rq77//ZvDgwRw4cKDCBXN9Vtb5WRVr1qyhT58+TJg+m+btulR5P3m2bB5bbnQWevHMtQRaa6cP/YEdm5k6bqTzFqMKycqCok5TmZlGd0YhXGRkZBQNShKhtc4oK53UGN2Ij49na2JinRwr1Rvl5eWxf/9+nnzySa699lopFIUQXk0KxjLEx8fXycJKa6NNHsDPzztm2Pjiiy+4/fbbnSPsCCFERWkNRXWU6GjP5Gky8o2Psdth/Xpj8ZYp6caMGYPNZmP16tWn3KoghBDlyc6GmBhj8dDVLSkYhRBCCFfSlApux/2sq6xWqMBdGKIO8MbzMtAawtQB28wOw73QUKPdTfgUM77Wel1jLBrhJNtT9XMhKqFoJB2r1WpyJELUL/W6xmi1WomMjHSOgxkSEuIcZ1QIM9ntdo4cOUJISEi15qAUQlRevf+PK5p9wXWQ6LpMazh+3FiPivKOXqmiaiwWC/Hx8V71Y63AnsfnOx4GYFS7Kd43JNzNNxvrn3wiQ8L5iLw8eOQRY/2//5WRbzxCKUWTJk2IiYmhoKDA7HCqLTsbLr7YWF+zRqamq8sCAgKweGK68kqwaxvrj/4CwPVt/2NyNKXYbFA0b+bMmaaGImpOYSE4pjTl+eelYPQoq9XqE9dyLBa48UZjPSwMHONZCyFEneTvD0WjJnpqSDgpGH1MQIDxq0oIIXyBGXmad7XTCCGEECaTGqOP0bp4dIiQEOl8I4So28zI06TG6GOys41ri2Fhnhs+SQghaosZeZoUjEIIIYQLaUr1MSEhxlR0RetC1KQASzAvnrnWue5V5OT3SWZ8rVIw+hilZH5WUXuUUrU2OXG1ycnvk8z4WqUpVQghhHAhBaOPyc+Hxx83FscY1ELUmEJ7Pl/seJQvdjxKod3LTrC8PBgzxljy8syORtQQM/I0KRh9TEEBvPCCsfjACHfCy9h0ISuPzGHlkTnYdKHZ4ZRUWAizZhlLoZfFJqrMjDxNrjH6GD8/eOCB4nUhhKjLzMjTJOv0MYGBMG2a2VEIIUTNMCNPM7UpVSn1mFJqpVLqpFIqVSn1nVKqQ6k0M5VSutTyj1kxCyGE8G1mX2McBEwHzgKGYtRgFyilSnfOnQ80cVku9mSQQggh6g9Tm1K11sNdHyulbgVSgT7AHy5P5WmtUzwZW12VlWUMnQTGTbFyW5cQoi4zI08zu8ZYWoTj77FS2wc7mlq3K6XeV0rFlLUDpVSgUiq8aAEa1Fq0QgghfI7XdL5RSilgKvCX1nqTy1M/A18D+4BWwHPAYqVUH621u5uVHgOeru14vVVICKSmFq8LUZMCLME8e8Yy57pXkZPfJ5nxtXpNwQi8CXQHznbdqLX+n8vDTUqpVRiF5Ahgtpv9vIhRwBZpAByo2VC9l1LQuLHZUQhfpZQizL+h2WG4Jye/TzLja/WKglEp9QZwGXCu1rrcQkxrnayU2ge0K+P5PMBZk1QyIaEQQohKMLVgdDSfvgFcCQzWWu+pwGsaAS2A5FoOr07Kz4cpU4z1hx+GgABz4xG+pdCez/d7XwTg8oTH8LN40QmWlwcTJhjrU6caN8CJOs+MPM3szjfTgZuAUcBJpVScYwkGUEqFKaVeVkr1V0olKKUGAz8CacAcs4L2ZgUF8MQTxiJDwomaZtOF/J3yOX+nfO6dQ8K99ZaxyJBwPsOMPM3sptR/Of4uKbX9VmAmYAO6AbcAkRi1xN+A67TWJz0SYR3j5wd33FG8LoQQdZkZeZrZ9zGWewFQa50DDPNQOD4hMBDef9/sKIQQomaYkadJnUKIekRrSM8pICOngLxCO/5WRWigHw1DArBYpKOaECAFoxA+T2vN5iN5NLp4PPMO+pO7f+8pafwsiuZRwXSMC6dNTCh+FrO7HwhhHikYfUxWFsQ4xgVKTZUh4eq7pbvSeGFeIpsOZhDW7Xxy7WC1KBoE+RHkZ6XQbicjp5B8m529R7PZezSbBrv86JfQkM5Nw7HI7U7CZGbkaVIw+qDsbLMjEGY7kZ3PE99tYu4G466mACscXT2fiy88n+5dOpaoEWqtOZqVz47DmWw+lM7J3EIWbU1lS3IGQzvHEhXiRbdkiHrJ03maFIw+JjgY9uwpXhf1z6q9x7jvi7Ukp+ditShuPDOe82JyGfLCm8Rcdt4pzaRKKaLDAokOC+SMhCg2HEznn91HSU7P5fPlSVzYJZZ2McaQw/6WIJ7ovci57lXk5PdJZnytUjD6GIsFEhLMjkKY5bu1B/n3NxvIt9lpFR3Ka9f3pHvzSNasWVOh1/tZLfSOj6Jt4zAWJh7mwPEc5m1MoX/rAs5IiMKiLDQMal7L76KK5OT3SWZ8rXKFXQgf8cGfu3nwf+vIt9kZ3iWOufedTffmkVXaV3iwP1f2bEbPFsbrl+0+yt+7jqK1rrmAhfBSUmP0MQUFMH26sT5uHPj7mxuP8Iz3/9jN8/MSARh7Tiseu6hTtW+/sFgUg9o3JjzIjz92pLF633Fs9nzSAz4B4OL48d41JFx+Pjz+uLH+/PMyHqKPMCNPk4LRx+Tnw/jxxvrYsVIw1gdfrEhyFor3n9+O8Re0q9HB83vFR+FnsbB4Wypr9h9lf/BHAAxrcR9+eFHhU1AAL79srE+eLAWjjzAjT5OC0cdYrTBqVPG68G2LEg/z+JyNANwzuE2NF4pFujWPIN9m54+d9WYGN+ElzMjTpGD0MUFB8NlnZkchPCExOYN7P1+LXcO1fZvz8LAOtTrNWu/4SE7knmT/UeNxWmYezSJkQmBRu8zI06TzjRB10PGsfO78ZBU5BTbOaRfN81d2q/W5R5VSDGjdyPl4/qYUcgtstXpMIcwgBaMQdYzWmvFfrWP/sRziG4bwxg298Ld65l/ZtUNPhmMgAOmpKnyNFIw+JisLGjc2lqwss6MRtWHW0r0s2XaEQD8L797ch0iTRqaxKNiZmsmmQxmmHF/UD2bkaVIw+qC0NGMRvmf74ZO8+PNWAB67qCOdmoSbFstZrYxm1T+2H+FEdr5pcQjf5+k8TTrf+JjgYNi0qXhd+I68QhsPfLmOvEI7g9o3ZvSABI/H4G8J4t895wLQOCiWA8eTOXA8h4WJh7m6d/Nav85ZLjn5fZIZX6sUjD7GYoEuXcyOQtSGqQu2k5icQcPQAKZc3d2UQsiiLMSFtHM+vqBTLJ8t38ehE7msP5DuHCnHFHLy+yQzvlZpShWiDli59xjv/bkbgP+M7EZMuHcM4B0R7M/ZbaMBWLbrKJl5hSZHJET1ScHoYwoK4P33jaWgwOxoRE3IL7Tz+JyNaA3X9GnOhV3iTIul0J7P/KQ3mJ/0BoV247pit2YRxIUHkW+z89cOEy9u5+cbI95MnmysC59gRp4mBaOPyc+HO+80FskbfMOHf+1h++FMGoYG8PiITqbGYtOFLDjwJgsOvIlNG7VDpRRDOjQGYNvhkxw4btKEoAUF8MwzxiK/Cn2GGXmaXGP0MVYrXH558bqo2/Yfy+a1RdsBePziTqbdmnE6MeFBdG8WwYaD6fy27Qij+sVjreYg5kKAOXmaFIw+JigIvvvO7ChETdBaM/mHzeQW2DmzVUNG9m5mdkjl6t+mETtSMzmWlc+6/Sfo0zLK7JCEDzAjT5OmVCG81IIth1m0NRV/q+L5K7uaeytEBQT5WxnY1ri3cfke6Ygj6i4pGIXwQrkFNp79cQsAd57bmrYxDUyOqGI6NwknLjyIAptm+e6jZocjRJVIwehjsrMhIcFYsk3qAyGqb8bfezl4IocmEUHcO6Td6V/gJZRSnNPOuH1j86EMjmVJDzBRPWbkaVIw+hitYd8+Y5Gxneumo5l5vPXbTgAeHtaB4IC61YuqaWQwraND0cDSXTI2oageM/I06XzjY4KCYMWK4nVR97y2aAcn8wrp0jScK3p6V4cbf0sgD3b72rlelgFtGrEnLYtdR7JITs+hSYQHxvKSk98nmfG1SsHoY6xWOOMMs6MQVbXrSCafLU8C4PERnUpM8+QNLMpKfIPup03XKCyQzk3D2Xwog792pHF1Hw+Moyonv08y42uVplQhvMiL87Zis2su6BTDgDbRZodTLWe1aoTVojiUnsueNJkDTdQdVSoYlVK7lVKN3GyPVErtrn5YoqoKC+Gzz4ylUHrL1ynLdx/l18TDWC2KRy/qaHY4bhXa81l88AMWH/zAOSRcWcKC/OjlGFR86a6jtT+hcX4+TJliLDLsk88wI0+rao0xAXDXIyAQ8K6LIvVMXh7cdJOx5OWZHY2oKK01Ly/YBsD1Z7Tw2tszbLqQufumMHffFOeQcOXp2zKKAD8LR7Py2ZmaWbvBFRTAv/9tLDIknM8wI0+r1DVGpdRlLg+HKaXSXR5bgfOBvTUQl6giiwUuuKB4XdQNf+xIY+Xe4wT4WbjvvLpze8bpBPpb6dUikuV7jrF8zzHaxoR5/UAFwruYkadVtvPNd46/GphV6rkCjELxoeqFJKojOBgWLjQ7ClEZWmtecdQWbz6rJXERvtWjsleLSNbuP+GsNbaL9c7asPBOZuRplSp/tdYWrbUFSAJiih47lkCtdQet9dzaCVUI3/RrYiobDqQT7G/lX4PbmB1OjSuqNQIs33Os9q81ClFNVaqYaq1baa3lzl0hqsluL64t3jowgeiwsu8NrMt6tYh0XmvcUdvXGoWopirfx6iUOh/jmmIMpQpYrfVt1YxLVFF2dvE9PytXQkiIufGI8s3blMzWlJM0CPTjznNbmx1OrSl9rbGdXGsUFWRGnlalglEp9TTwFLAKSMa45ii8gNawZUvxuvBeNrvm1YXGXIu3n9PKa+darClF1xqPybVGUQlm5GlVrTHeDYzRWn9Sk8GI6gsKgt9+K14X3mv+phR2HckiPMiP285uZXY4FeJvCeSeLh871ysj0N9KzxaRrNhzjJX7jtd8D1U5+X2SGV9rVQvGAGBpdQ+ulHoMGAl0BHIc+3xEa73NJY0CngbuBKKA5cA4rfXm6h7fF1mtMHiw2VGI09Fa86ZjoPAxA1sRHuRvckQVY1FW2kacWeXX92wRyZp9xzlyMo99x7JJaBRac8HJye+TzPhaq3pXyAfAqBo4/iBgOnAWMBSjoF6glHL9b/k3MAG4FzgDSAEWKqWkHUbUWb9tSyUxOYOQACu3DkgwOxyPCfa30q1ZBACr9h43ORoh3KtqjTEIuFMpdQGwAeMeRiet9YSK7ERrPdz1sVLqViAV6AP84agtPgg8r7We7UgzGjiMUTC/W3qfSqlAjBF4itSrArSwEOY6bpi55BLwk2HivY7WmjcXG7XFm85qSVRo3bm2aLMXsOzwVwD0j70Wq6XyNd1e8ZGsP3CCgydyOHQih6aRNTTzRkEBvPeesX7nneBfN2rhonxm5GlVPUR3YJ1jvWup56pzeTTC8feY428rIA5Y4Ny51nlKqd+BAbgpGIHHMJpe66W8PLjySmM9M1MKRm/0z+5jrEk6QYCfhTvqyLXFIoW6gNl7ngXgjJgrsVL5wqdBkD+dmhgzb6zce4zLa2pqrfx8uPdeY33MGCkYfYQZeVqVDqG1HlLTgThqh1OBv7TWmxyb4xx/D5dKfhhoWcauXnTsp0gD4EBNxentLBYYMKB4XXif6Y5ri9f1bUFMeP3sJNKnZRSbD2Ww92g2R07m0biBb96/KarPjDzNm+oTb2LURM9281zpWqhys81IqHUe4Bxqtr7dKxUcDH//bXYUoizr9p/gr51p+FkUdw3y3fsWTycqJIB2MWHsSM1k1b5jXNS1idkhCS9lRp5W1fsYf6OcJlOt9XmV3N8bwGXAuVpr19pdiuNvHMb9kkViOLUWKYTXK7q2eEWvZjSPqt+jL/RNiGJHaiY7DmfSv3W+z9/HKeqOqlZM1wHrXZYtGLdw9AY2VnQnyvAmxi0b52mt95RKsgejcBzq8poAjN6s1b5dRAhP2pqSwa+Jh1EKnxwTtbJiGgTRslEIGli9T3qoCu9R1WuM491tV0pNBsIqsavpGL1LLwdOKqWKrimma61ztNZaKTUNmKSU2gHsACYB2cDnVYnd1+XkwLnnGut//GE0QwjvMP23XQBc3K0JbRpX5t/Ed53RsiH7jmaTmHySM1s3IizQm67uCG9gRp5W02fhp8AKYGIF0//L8XdJqe23AjMd6y8BwcBbFN/gf6HW+mR1AvVVdjusWlW8LrzD3rQsftpwCIBxg9uaHI33aBoZRJOIIJLTc1mbdJxz2jU2OyThZczI02q6YOwP5FY0sdb6tD1jtDFHzWTHIk4jMLD4np9A6ejnNT78aw92DUM6NKZz03Czw6kyP0sAd3R817leXUopzkhoyA/rD7HxYDpnJDQkyN9atZ3Jye+TzPhaq9r5ZnbpTUAToC/wXHWDElXn5wcjRpgdhXB1PCufr1fvB2BsHZ9Bw6r86NxwcI3uM6FRCI1CAzialc+GA+n0a9WwajuSk98nmfG1VrXzTXqp5RhGc+jFWutnaiY0IXzDZ8v3kVtgp0vTcPq3bmR2OF5HKUXfhCjAuJ2l0CbXAIS5qtr55taaDkTUDJsNFi821s87zxiAV5gnr9DGrGX7ABh7Tus6f1+tzV7A6rQfAegTfWmVhoRzp31MA5btOkpGbiGbkzOo0s+HggL47DNj/cYbZeQbH2FGnlata4xKqT5AJ4x7GrdordfWSFSiynJz4cILjfXMTAitwckLROV9v+4QR07m0SQiiBHd6/5N7IW6gC93PgZAj0bDqzQknDsWi6J3fBRLth9hzb7jnF+VPjj5+XCr4zf7NddIwegjzMjTqnqNMQb4EhgMnMC4xhjhuPH/eq31kZoKUFSOxQI9ehSvC/NorfnwT+PW3DEDEvC3yhdSns5Nw1m+5xgZuYUcyJbPShjMyNOqepg3gHCgi9a6odY6CmMw8XDg9ZoKTlRecDCsW2cscg+juf7Ykca2wycJDbByfb94s8Pxev5WCz1bRAKwLUMKRmEwI0+r6tk3HPiX1jqxaIPWegswDrioJgIToq774M/dAFx3RjwRwdKsVxHdm0fgb1VkFFgIat3X7HBEPVXVgtFCqTkYHQqqsU8hfEZicgZ/7kjDouDWgQlmh1NnBLlMZBxx1tUmRyPqq6oWYouB15RSTYs2KKWaAa8Ci2oiMFE1OTkweLCx5OSYHU399YHj2uJF3ZrQomH9Hiy8snq1iEKhCWrRla1p+WaHI0xmRp5W1V6p9wLfA3uVUvsxeqXGYwwgflMNxSaqwG6H338vXheedzgjlx/WHwSMWzRE5YQF+dEy1M7eLCtztmYy6kKzIxJmMiNPq+p9jPuB3kqpoUBHjF6pW7TWv9ZkcKLyAgPhq6+K14XnzVq6lwKbpm/LKGdnEl/hZwnglvbTnOu1pX24jT2ZipWH8th++CTtYxuc/kVy8vskM77WShWMSqnzMCYUPktrnaG1XggsdDwXoZTaDNyttf6z5kMVFeHnZ9zCJcyRnV/IZ8uTALjDB2uLVuVHz+ja71/XwB+yty8jtMNA3vl9F1Ov7Xn6F8nJ75PM+Fore43xQeB9rXVG6Se01unAu8CEGohLiDrp61UHSM8poGWjEIZ2jjU7nDotY/m3APyw7hAHjmebHI2oTypbMPYA5pfz/AKgT9XDEdVls8HffxuLzWZ2NPWLza758C+j083tZ7fCaqnbw7+5Y9OFrEv7mXVpP2PThbV6rPzk7XSLCaDQrp2dmcpVWAhff20shbUbm/AcM/K0yl5jjMX9bRpFCgGZUM1Eublw9tnGugwJ51kLtxwm6Vg2EcH+XN2nudnh1IpCez4fb38QgBfPXIvVWrsTC1/ZMYyNqcf438r93H9+OxqGlnNdMy8Prr3WWM/MNNrgRJ1nRp5W2RrjQaBbOc93B5KrHo6oLqWgbVtjqePjVdc5RTf033RWPCEBkinXhB6xAXRtFk5OgY1ZS/eaHY4wgRl5WmULxnnAs0qpoNJPKKWCgWeAuTURmKiakBDYscNYQuT2OY9Zm3ScVfuOE2C1MLp/gtnh+AylFP8a1BaAWcv2kpUnTaT1jRl5WmULxv8DGgLblVL/VkpdrpS6TCn1CLDN8dzzNR2kEN6u6BrYZT2bEhN+yu9GUQ3Du8aR0CiEE9kFfLEiyexwRD1QqYJRa30YGABsAl4E5gDfAS84tg10pBGi3th/LJufNxlXEO44p5XJ0fgeq0Vx96A2ALz7x25yC6RXmahdlR4STmu9T2t9MRANnAmcBURrrS/WWu+t4fhEJeXmwogRxpKba3Y09cNHf+/BruGcdtF0jAs3OxyfNLJ3c5pFBnPkZB5fSq2xXjEjT6vygN9a6+Na65Va6xVa6+M1GZSoOpsN5s0zFrldo/al5xTw1cr9gAz/VpsC/Cz8a7BRa3z7911Sa6xHzMjTpOucjwkIgBkzitdF7fpiRRJZ+TY6xjXgnHbRZodT6/yUP9e3fdG57knX9G3Om4t3kpKRy9erD3DzWS1LJjD55E9KSiItLc3jx62q6Oho4uO9f55QM75WKRh9jL8/jBljdhT1Q36hnZl/7wWMG/pVPbg/xmrxp1/MSFOOHehn5V+D2/D0D5t5+7edXNe3BQF+Lo1eJp78SUlJdOzUiZzsujNCT3BICFsTE72+cDTja5WCUYgq+mnjIVIycmncIJDLejY9/QtEtV13Rgum/7aTQ+m5fLvmADf0845MPS0tjZzsbG58ZAqx8W3MDue0Dift4rP/PkxaWprXF4xmkILRx9hssHGjsd6tG1it5sbjq7TWvP+HcYvG6P4tCfSrHx+0TRey7fhfAHSIOhur8mwWEuRv5a5BbXhu7ham/7aTq3o3L641FhbCL78Y68OGmTLyTWx8G5q36+Lx4/oyM/K0Kne+Ed4pNxd69TIW6ZVae5btOsqW5AyC/C3ceGbL07/ARxTa8/lg6118sPUuCu3mTCI8ql880WGBHDiew1er9hc/kZcHl1xiLHl5psQmap4ZeZoUjD5GKWja1FjqwSUv07zvGP7tmj4tiCpv/E5R44IDrNw7xGiufH3RDumh6uPMyNOkYPQxISFw8KCxyJBwtWNn6kl+23YEpYxON8LzbjgznmaRwaSezOPjZXvNDkfUIjPyNCkYhaikouHfhnaKJSFapi8xQ6CflQcuaAfA20t2cTK3vEl/hKgcKRiFqIQjJ/OYvfYgAGPPlRv6zTSyVzNaNw7leHaBcx5MIWqCFIw+JjcXrrnGWKTzTc375J995Bfa6dEikr4to8wOp17zs1qYMLQ9YNTij2eZ0xlI1C4z8jQpGH2MzQbffGMsMiRczcotsPHpP/sAGHtO/bih39td3LUJnZuEk5lXyHt/7DI7HFELzMjT5D5GHxMQAG++Wbwuas7sNQc5lpVPs8hghneJMzscU/gpf0a2esq5bjaLRfHv4R0YM2MlM1cd4o7/vkKj0EA5+X2IGXmaFIw+xt8fxo0zOwrfY7drPvjLuEXjtrNb4Wetn40tVos/Zze50ewwShjcIYZz2zfmj+1HeKLpIN6+qY/ZIYkaZEaeVj//u4WopMVbU9l9JIsGgX5cd0YLs8MRpTx+cScsCn7elMLy3UfNDkfUcVIw+hi7HXbsMBa73exofMd7jhv6R50VT1hg/W1osWsbO9OXszN9OXbtPRexO8Q1YFSfZpyVtIHvpn2OvaDQ7JBEDTEjT6u//+E+KicH2hsd9cjMhFC5za7a1u0/wYo9x/C3Km4dUL9v6C+w5/HW5lsAePHMtQRavWcUiQfPiSf6mkkAfH/dMC4f2N7kiERNMCNPM7XGqJQ6Vyn1o1LqkFJKK6WuKPX8TMd21+Ufk8KtMyIijEXUjKLejpf1aEZcRJDJ0YiyRIcFOtdfXbidrDypNfoKT+dpZjelhgLrgXvLSTMfaOKyXOyBuOqs0FA4ccJYpLZYffuOZjF/UwoAY8+t37XFuuRwRh7Tft1udhiiBpiRp5nalKq1/hn4GSjvnrA8rXWKx4ISwsWHf+3BrmFQ+8Z0jAs3OxxRCR/9vZcrezWnc1P53kTlmF1jrIjBSqlUpdR2pdT7SqmY8hIrpQKVUuFFC9DAQ3EKH3M8K985rdGdMvxbnTKsSyw2u2bSnI3Y7NrscEQd4+0F48/AjcB5wEPAGcBipVRgOa95DEh3WQ7UdpDeJC8PxowxFpmSrno++WcfuQV2ujQNZ0CbRmaHIyrhsYs7ERbox7r9J/h8RZLZ4YhqMCNP8+qCUWv9P631T1rrTVrrH4GLgPbAiHJe9iIQ4bI0r/1IvUdhIcyaZSyF0vegynILbMxauhcwaosy/FvdEhsexMQLja6ML83fSupJGTi4rjIjT6tTt2torZOVUvuAduWkyQOcvyvqW4bm7w8vvVS8Lqpm9pqDHHUM/3ZxtyZmh+M1rMqPS1o+7Fz3KqVO/pv7J/DtmoNsPJjO099v5q0be9e7/MAXmJGnedmZXT6lVCOgBZBsdizeKiAAHn7Y7CjqNrtd84Hjhv5bBybgX0+Hf3PHzxLAec3uMDsM90qd/FbgxZHduGL63/y8KYU5aw8ysne9akDyCWbkaWbfxximlOqplOrp2NTK8Tje8dzLSqn+SqkEpdRg4EcgDZhjUsiiHvg18TC707JoEOTH9f3izQ5HVEPXZhE86JjQ+OnvN3PwRI7JEYm6wOyfwn2BtY4FYKpj/VnABnQDvge2A7Mcf/trrU96PtS6wW6HgweNRYaEq5r3HbXFm85qWa+Hf3PHrm0kndxA0skNXjUkHGDMSbRypbG4zE9096A29I6P5GReIQ99tQ679FKtU8zI08y+j3EJUF6j/zAPheIzcnKguaO1SIaEq7w1ScdZufc4/lbFmAEJZofjdQrseUzbeA3gfUPCkZsL/foZ6y4nv5/VwtRre3Lx63/yz+5jfPT3Hu44R26/qSvMyNPMrjGKWuDnZyyi8t773agtXtGzGbHhMvybr0iIDuXJSzoD8NL8bWw8kG5yRKIyPJ2nScHoY0JDoaDAWKS2WDl707L4ZUvR8G9So/A115/RgqGdY8m32bn709Ucy8o3OyRRAWbkaVKvEMLh3T92oTUM6dCY9rGnHzApKSmJtLQ0D0RWfYmJiWaHYDqlFC9f04Mrpv/NnrQs7vtiDbNu7VdvJ50WZZOCUQggJT2Xb1YbgySNG9L2tOmTkpLo2KkTOdnZtR1ajcrMzDQ7BFNFBPvz7s19uGL63/y98yhTftnGYxd3Mjss4WWkYPQxeXkwYYKxPnUqBJY3eJ5w+uDP3RTYNP0SGtI3oeFp06elpZGTnc2Nj0whNr6NByKsnsQVv/PzrNfIzZURYNrHNmDK1T0Y9/ka3v1jN12bRXBpj6ZmhyXKYEaeJgWjjykshLfeMtZfekkKxoo4npXvHE/zniGVK+Ri49vQvF2X2girRh1O2mV2CF5lRPcmbDjQmnf/2M1DX62nUVgAA9pEmx2WcMOMPE0KRh/j7w9PP128Lk5v5tK9ZOfb6NI0nEHtG5sdjlezKj8ubH6vc92rVPLk//fwjuw9msUvmw9z58er+fLOs+jaTGb49jZm5GledmaL6goIgMmTzY6i7sjMK2SmY7Dwewa3lbE0T8PPEsDw+PvMDsO9Sp78Vovitet7MfqjFSzfc4wxM1bwzd0DSIiW7tzexIw8TbpjiXrti+VJpOcU0Do6lOFd48wOR3hYkL+V90f3pXOTcNIy87n5o+UybJyQgtHXaA0nThiLlpGvypVXaHMO/3b3oDZYLVJbPB27tpOSvYOU7B3YtZeNOWi3w+bNxlKJscPCg/yZdVs/WjYKYf+xHK55eym7j9Tv3rvexIw8TQpGH5OdDVFRxlLH7iTwuG9XHyT1ZB5NIoK4olczs8OpEwrsuby07hJeWncJBXYv6+GakwNduxpLTuVqfY0bBPLF2LNo3TiUQ+m5XPvuMjYfktFxvIEZeZoUjKJeKrTZeed3o6fm2HNaE+An/wr1XdPIYL66qz9dmhrNqte/9w8r9x4zOyxhAskNfExICOTnG0uIF43v7G1+2phM0rFsGoYGcH2/FmaHI7xEdFggX9x5FmckRHEyt5BR7//DF45beYQ5zMjTpGD0MUoZXZr9/Y11cSqbXfPm4p0A3DoggZAA6ZwtioUH+fPxbWcyvEscBTbNY7M38tjsjeQVetk0W/WEGXmaFIyi3pm3MZkdqZmEB/kxemCC2eEILxQcYOXtm3rz8LAOKAVfrEji+vf+4cBxuXBfH0jB6GPy8+Hhh40lXyYPOIXNrnl90Q4A7jinNeFBMgqCcE8pxbghbflozBmEB/mxNukEw6f9yf9WJqGly7fHmJGnScHoYwoK4OWXjaWgwOxovI9rbXGM1BZFBQzpEMOP951N35ZRZOYV8si3G7lt5koOZ3hZr1wfZUaeJhdXfIy/P0ycWLwuikltsfqsyo/BTW9zrnuVWjz5WzYK5X939efDv3bz8i/b+W3bEc5/5XceOL8dowck1OixRElm5GledmaL6goIgClTzI7CO0ltsfr8LAFclvCI2WG4V8snv9WiuPPcNgzuEMPD32xg/f4TPD8vkS9WJnFjJxmtv7aYkadJU6qoF6S2KGpK+9gGzPnXAF66qjuNQgPYfSSL5/44Rsx1z3EsT7qC+wIpGH2M1kY7fEGBDAnnSmqLNcOu7RzLPcCx3APeOSTc3r3GUokh4arCYlFce0YLFk8czG0DW+FngeCEXvx22J8f1h/iyMm8Wj1+fWJGniZNqT4mOxvCwoz1zEwIrUMTBSQlJZGWllbj+7XZNS8tMPZ7cZsgdm7ZWO19JiYmVnsfdVGBPZf/W3M+AC+euZZAqxeNIpGTA61aGeseOvkjgv156tLO9IvM5Kb/fE5YtwvYk5bFnrQsWjYK4YyWDWkaGSSztlSDGXmaFIzCKyQlJdGxUydyamEwxJCO59D48kew5Wby0h3X8t/8mjtGZqYMNi0gJtSPo/NeY+SFg9hrb8iOw5nsO5rNvqPZxIUH0TchitbRoVJA1hFSMPqYkBA4frx4va5IS0sjJzubGx+ZQmx8mxrbr9awMNmfk4XQLTaIa1/9tEb2m7jid36e9Rq5udJlXxRr4A8XtWtC/9b5rEk6wZbkDFIycpm7IZmGIQH0aRlFh7gGMpNLJZiRp0nB6GOUgshIs6Ooutj4NjRv16XG9rf5UDonC1MJ9LNwbs/2BPpZa2S/h5N21ch+hG+KDAngvI4xnNmqIev2n2DDgXSOZeezMPEwy3YfpXd8JF2bReBvlW4ep2NGniYFo/BZhTY7/+w2Zkc4I6FhjRWKQlRUaKAfA9tG0zchio0H01mbdILMvEL+2JHGij3H6NEikh4tIgn2l3PTm0jB6GPy8+GFF4z1SZOMe4Dqqw0H08nMKyQs0I8ezSPMDkfUY4F+Vvq2bEjP5pEkppxk9b7jpOcUsHzPMdYkHadr0wh6xUfSQG4jOoUZeZoUjD6moACeecZYf/jh+lsw5hXanHPpndm6IX7SZCW8gJ/VQrdmEXRpEs7OI5ms2nucI5l5rN1/gvUHTtAxLpwzWzUkPFgKyCJm5GlSMPoYPz+4557i9fpqzb4T5BbYiQrxp3NcuNnh+Ayr8mNg3CjnulepQye/xaJoH9uAdjFhJB3LZuXe4xw8kcOW5Ay2pmTQrVkEZyQ0JDTQu9+HJ5jxtcqn7mMCA2H6dLOjMFdWXiFr9xvd2Pq3aYRFegDWGD9LAFe1ftrsMNyrgye/UoqWjUJp2SiUQydy+Gf3UfYfz2H9gXQ2H8qgZ4tI+rSMIqgeX4M042uV9iXhc1buPUaBTRMbHkjbxmFmhyNEhTSNDGZk7+Zc2asZceFBFNo1q/YdZ+bSvaxJOo7NLkNZeYrUGIVPSc8pYOPBdAAGtomWG6prmNaarEKjNh7qF+Vdn6/WUDRyUnS056Z7r2HxDUNoERXMnrQslu46ytGsfP7ckcamg+kMat+Ylo3q0HBWdZTUGH1MVpYxNYu/v7Fe3/yz+yh27chcGtahEQ7qiHx7Dk+t7M9TK/uTb88xO5ySsrMhJsZYamEEJU9SStG6cRijzozn/E4xBPtbOZ5dwHfrDvHj+kOczK0/k62akadJjdEHFRaaHYE5jpzMY2vKSQAGtGlkcjRCVJ9FKbo2jaBd4zCW7znG+gMn2J2Wxf7j2QxoE0335hFY6mjNuDI8nadJwehjgoPhwIHi9fpCa80fO44A0D4mjNjwIJMjEqLmBPpbObd9Y7o0DWfR1lSS03P5ffsRtqZkMLRTLI3CfHc+SDPyNGlK9TEWCzRrZiyWevTt7knL4sDxHKwWxcC20WaHI0StaBQWyDV9mjOkQ2MCrBYOZ+Txxcr9rEk6jvbReebMyNPqUdYpfJXNrvlzh9HpoleLSLk5Wvg0pRTdm0dyc/+WJDQKcZ7/3645SEZO/bn2WJukYPQx+fkwZYqx5OebHY1nbDhwghM5BYQEWDkjoaHZ4QjhEWGBflzWoynnd4zB36o4eCKHz5YnsePwSbNDq1Fm5GmmFoxKqXOVUj8qpQ4ppbRS6opSzyul1GTH8zlKqSVKqZqbesEHFRTAv/9tLAX14MdjToGN5XuMod/6t25EgJ/81hP1h1KKrs0iuPHMljSJCCLfZmfephSWbEul0G43O7waYUaeZnbnm1BgPTAD+NbN8/8GJgBjgO3AE8BCpVQHrbVv/SyqIX5+MHp08bqvW777KHmFdqLDAujcVIZ+q21W5ccZja90rnuV+nbyu4gI9ufq3s1Ztvsoq/YdZ/2BdJLTc7m4WxMi6vilBTO+VlPPHq31z8DPwCk3Citjw4PA81rr2Y5to4HDwCjgXU/GWlcEBsLMmWZH4RlHTuax4YBxM/857RrXi27rZvOzBHBDu/+YHYZ79enkd8Pi6HjWNDKYBZtTSD2Zx+crkhjaKZa2MXV3BCgzvlZvbndqBcQBC4o2aK3zgN+BAWW9SCkVqJQKL1qABrUeqfA4rTVLtqWigbYxYcTLzfxCANAqOpQbzow3mlYL7fy0MZm/d6b5bK/V2uDNBWOc4+/hUtsPuzznzmNAustyoOZDE2bblnKSQ+m5+FkU57aT2zM8RWtNni2bPFu292W0WhtDo2RlGev1WHiQP1f1bk7v+EgAVu07ztwNyeQX+sZ1x9rmzQVjkdJnuHKzzdWLQITL0ryW4vJKWVkQGWksvjokXF6hjT93Grdn9GvVUCZ39aB8ew6PLe/FY8t7eeeQcGFhxlLHh4SrCVaL4px2jRnWORarRbE7LYuvVu0nvY7d0mFGnubNV6hTHH/jgGSX7TGcWot0cjS35hU99qpBjj0kPd3sCGrX8t3HyM63ERnsTy/HL2IhhHsdm4QTGRLAjxsOcTQrn/+t3M8ZUXUrX/R0nubNNcY9GIXj0KINSqkAYBCw1KygvF1wMGzfbiy+OCRcWmYe6w6cAGBwh8b41afhfYSooriIIK4/owUxDQLJKbDxZ6ofod2Gnv6FXsCMPM3UGqNSKgxo67KplVKqJ3BMa52klJoGTFJK7QB2AJOAbOBzT8daV1gs0K6d2VHUDrvWLEpMRWto0zhUpt8RohIaBPlzdZ/m/LrlMNtTM4m++AH+t/kkvXppr25ZMyNPM/vndl9grWMBmOpYf9bx+CVgGvAWsApoBlwo9zDWTxsPpJOSkUuA1cLg9jFmhyNEneNvtTC8axwdw20A/G9zJo/N3kihTTrluDK1YNRaL9FaKzfLGMfzWms9WWvdRGsdpLUepLXeZGbM3q6gAKZPNxZfGvnmZG4Bf+8yOtwMaNuIsCBvvjwuhPdSStEl0sbRX6ZjUfDlyv3c+clqsvO9c746M/I0s2uMoobl58O99xqLr4yVatyzeIQCm6ZJRBDdm0WYHZIQdV7mup/594AoAv0sLN6ayg3v/UNaZt7pX+hhZuRp8rPbx1itcPXVxeu+YNeRLHanZWFRcF7HGK++HuLrLMpKj0bDnOtexRdP/lrWIGMPk89twwt/HWP9gXQumfYbkwc1JCbUe4qGvDzF+ecnEBgYiNXqmYE8vOfdixoRFARff212FDUnp8DGb9tSAejTMopoH56QtS7wtwQyusPrZofhnq+d/LUo45gxqfdNN90EgF/DZsRe8wwpxHHHl4kc/t8TFB71rrFRgkNCSE1NJD4+vtaPJQWj8GpLtqWSnW+jYUgA/WRKKSFqRE5mBgAj7nqcDt37GNsK4c8jdk42iKbVnW9zdkwhUQHeMYLQ4aRdfPbfh0lLS5OCUdRvO1JPsv1wJkrB0C6x+FnlkrgQNalR05Y0b1c8k1/zNja+W3eQ1JN5/HUkkMt6NKVZlA/eEH0aktP4mOxsaNbMWOryqFjZ+YX8ttVo7unbMoq48CCTIxIAebZsJiztwISlHcizedkJlpUFShmLr46HWMuCA6yM7N2MZpHB5NvsfLfuIHuPmvtZ5ucq3p00HDhATo5n+hdIwehjtIZDh4ylro6jrLXmt61HyCmw0SgsgH6tpAlVCE8J9LNyRc+mJDQKodCu+XH9IXamZpoWj9aQlR6McRu7FIyiCoKCYO1aYwmqo5WsbSkn2XkkE4uCCzvHyrBvQniYn9XCJd2b0j4mDLuGeZuS2XHYnHFV/AM0Nz26GOhJQIBnBiKQa4w+xmqFnj3NjqLqMgvgt21GE2q/hIbENKijpbsQdZzVohjWNQ7LlsNsTTnJz5tTsGvoEOfZKW4tVohpkQ6s99hdOPJTXHgPi5WVR/3It9lpGhHEGdILVQhTWZRiaOdYOjVpgNbwy+YUtqZkmB1WrZMao48pKIDPPjPWb7wR/OvQVIWRA2/gWL6FAD8Lw7rEYbHIjfxCmM2iFEM7xWJRis2HMvhl82HsGjo3CffI8W2FsHlZPDBahoQTVZOfD7feaix1aUi4zal5hPe/FoDzO8YQHlyHSnQhfJxSivM7xtC1mVEYLtxymM2HPDNJYmGB4pdP+wAzKSz0TJElNUYfY7XCxRcXr9cFaZl5vLr8BEpZSAi10T7Ws9cwRMVZlJVOkYOc616lLp78dYhSivM6xGBRig0H0vk1MRW7hm61PHaxxQqtuqSwZ/NqLJamtXqsIlIw+pigIPjpJ7OjqDibXXP/F2s5lmOn4Oh+ejSPNTskUQ5/SyBjO79ndhju1bWTvw5SSjG4fWMsSrFu/wkWb01FAV1rsXD0D9Bcec8ypo4bSWDg6lo7jitpShWmmrpwG0t3HSXIT3Fkzgv4yRkphFdTSnFuu2h6xUcCsGhrKluSfatDjmRDwjS/bjnM9N92AXBP3wgKju43OSIhREUopTinbTQ9mhs1xYVbDvtUb1UpGH1Mdja0a2cs3jwk3L6jWUz4ah0AYwYkcHZ8/RuPsS7Ks2Xz6D89efSfnt45JFxoqLHIkHC1TinFoPaNnR1yFmw5XCuDAOTnKj6aPBTYLkPCiarRGnbuNBZvHRLuZG4Bd8xaRUZuIb3iI5l0cSezQxKVkG/PId+eY3YY7mVne/cvQh9T1CGnc5NwtIb5m1PYdaRmh4/TGk4cCQPaIUPCiSoJCoK//jIWbxwSzmbXPPDlOnakZhIbHsg7N/UhQC4sClFnKaU4v1MMHeIaGMPHbUxmT1rN1dj9AzTXTfgdGOixIeEkR/IxVisMHGgs3thj/aX5W1m8NZVAPwvv3dyXWJk1Q4g6z6IUF3aKpZ1jbNWfNiazr4Zm5bBYoVmbY8BSGRJO+J5vVh/g3T92AzDlmh70aBFpbkBCiBpjsSiGdYmjTeNQbHbN3A3JHDheN5u1pWD0MYWF8PXXxlJYaHY0xf7emcZjszcAcP95bbmsh2du1BVCeI7VohjeNc45ZdUP6w9x6ET1rkfbbLB9TVPgao/laVIw+pi8PLj2WmPJyzM7GsPmQ+nc9clqCmyaEd2b8OAF7c0OSQhRS/wsFkZ0a0J8wxAKbJrv1x0iJSO3yvsrzFfM/fBM4GsKCjxTZEnB6GMsFhg0yFi8YRrD/ceyGTNjJZl5hZzVuiFTr+0hg4PXYQoLbcL70Sa8H8rbsg9vO/nrMWM+xyY0jwwm32bn+7UHOZpZtV/qygLN2x0BlqCUZ7ray9njY4KDYckSYwk2+dbA41n5jJ6xgiMn8+gY14B3b+5LoJ8X9ggSFRZgDWJc108Y1/UTAqxe1nHKm05+gb/VwqU9mhIXHkRuoZ05aw9yIrvyMxsEBGquffAvYAhBQVIwijosPaeAWz5awe4jWTSNCGLmrf2IkBkzhKhXAvwsXN6zKY3CAsjKtzFn7UFO5npo7qhqkIJR1LisvEJunbGCjQfTaRgawMe39yMuwstqF0IIjwjyt3Jlz2ZEBPuTkVvInLUHyc73op6BbkjB6GNycqBnT2PJMWFwktwCG7fPWsmapBOEB/nxye39aBsj00j5ijxbNk+uOIsnV5zlnUPCNW5sLDIknFcJDfRjZK9mhAX6cTy7gO/WHSKv0Fah1+bnKT55YQiwltxcGflGVIHdDuvXG4vdM4NEOOUW2Ljzk9X8s/sYYYF+fHz7mXRpWrtztQnPyyo8TlbhcbPDcC8tzViE1wkP9mdkr2YE+1s5cjKPH9YdosB2+kxK2+HIwUigJ1pLwSiqICgIFiwwFk8OCZedX8htM1fyx/YjBPtb+WjMGfSUG/iFEC6iQgO4slczAvwsHErPZe6GZApP8wveP0Bz1b1/AUNlSDhRNVYrDB1qLJ4aPulkbgG3fLiCpbuOEhpgZeatZ9CvVUPPHFwIUac0bhDI5T2a4mdRJB3LZv6mFOz2snubWqzQstMR4FcZEk7UDenZBdz04QpW7TtOgyA/PrnjTM5s3cjssIQQXqxpZDCX9miKVSl2Hcni162H0V40HZAUjD6msBB++slYanv4pEMncrjm3aWs33+CqBB/vhh7Fr3jo2r3oEIInxDfMISLusWhFCQmn+T37UfcFo42G+zeFAtcLEPCiarJy4NLLjGW2hwSblvKSUa+tZTth43po768sz9dm0lHGyFExbVpHMbQTrEArD+Qzj+7j52SpjBf8d3bA4CfPDYknJ9HjiI8xmKBvn2L12vD8t1HGfuxMdFw25gwZt3Wj2aRMtJIfaCw0CK0q3Pdq3ji5Bc1rlOTcPJtdpZsO8KKvccI9LeUaHlSFoiNP87hpJ0o5ZkiSwpGHxMcDCtX1t7+Z685wKPfbiTfZqdvyyg+GN2XyJCA2jug8CoB1iDG9/jW7DDcq+2TX9SaHs0jyS+0s3TXUf7ckUagn8V5q1dAoObGR5YwddxIgoJWeyQeKRhFhdjsmim/bOOd33cBMLxLHNOu70mQv4x9KoSovr4to8gtsLEm6QSLElMJ8LPQzqTBQby6vUEpNVkppUstKWbHVd9k5hVy1yernYXivUPa8taNvaVQFELUGKUUZ7eNpkvTcDTwy6bD7DtqzghGdaHGuBm4wOVxxcYRqqdycuACx6f166/Vn2Rgx+GT/OuzNexMzSTAz8JLV3Xnil7Nqh+oqJPybTn8d90IAB7p+RMBVi+6tpydDZ07G+tbtkBIiLnxiEpTSnFexxjyCu3sTM3kp43JXNK5OV+9ci7wl8eGhKsLBWOh1lpqiRVkt8PSpcXr1TFn7QEmzd5EToGN2PBA3r6pj9yOUc9pNMfzDjrXvYrWsG9f8bqokyxKMaxLLPmFdpKOZTN3fQqHdncHBqL1Oo/EUBcKxnZKqUNAHrAcmKS13l1WYqVUIBDosqlejWAdGAhz5hSvV0VugY1nftzCFyuSADi7bTTTru9JdFgVdyhEFSUmJlY4rSUnh56O9XXr1mH34JyMlYlTnJ6fxZjoeM7agxw6nkfTq1aS8vNb+Pvf55nje+QoVbccuAXYDsQCTwBLlVJdtNZHy3jNY8DTHorP6/j5wRVXVP31+45mcc9na9h8KAOl4P7z2nH/+e2wWjzThCEEQMaxIwDcdNNNFX5NCFB0RWrg2WdjxtwfmZmZJhzVN/lbLVzWoynfrDnA0bapxN18NhkFnrmS5tUFo9b6Z5eHG5VSy4BdwGhgahkve7HUcw2AA7UToe/QWvPN6gM88+MWMvMKaRgawLTrenJu+8ZmhybqoZzMDABG3PU4Hbr3qdBrAvJyYcIoAO6f+jn5gZ4bRT9xxe/8POs1cnNzPXbM+qBoLscv/tnN0fRUgvzkGuMptNZZSqmNQLty0uRhNLsCxsXc+sRmgz//NNbPOadiA4kfzczjsdkbWbDlMGB0m35jVC+aRHhRxwpRLzVq2pLm7bpUKK1fTnEdsWmbThQGe67zzeGkXR47Vn0T7OdHm/QItny1iMAJwzxyzDpVMDquH3YC/jQ7Fm+VmwtDhhjrmZkQGlp++kWJh3nk2w2kZebjb1WMH9qeu85tI02nQgivUJCv+PHNc4Bfyc9f55FjenXBqJR6GfgRSAJiMK4xhgOzzIzLmylV3GO9vMpyRm4BL85L5IsV+wFoHxvGq9f1lImFRbkUitjgts51r6IUR1u2da4L36AUNIrL4GjKfvBQT2ivLhiB5sAXQDRwBPgHOEtrvc/UqLx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      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eval_scores = []\n",
    "for x in range(100):\n",
    "    x_train, x_test, y_train, y_test = train_test_split(X_validation,y_validation,test_size=.2,stratify=y_validation)\n",
    "    clf = SVC(kernel=\"linear\")\n",
    "    clf.fit(x_train,y_train)\n",
    "    eval_scores.append(feature_ranking.youden_index(y_test,clf.predict(x_test)))\n",
    "rubricoe.plot_scores(eval_scores,\"100 repetitions, $\\mathbf{validation}$ data. All features.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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